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   "source": [
    "# _PyChOpMarg_ Testing & Debugging Notebook\n",
    "\n",
    "Original author: [David Banas](mailto:capn.freako@gmail.com)  \n",
    "Original date:   March 3, 2024\n",
    "\n",
    "Copyright &copy; 2024 David Banas; all rights reserved World wide.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d576b931-708f-45cf-90d0-96a438dedcd5",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "This [Jupyter](https://jupyter.org) notebook was created to help test and debug a new Python package: [PyChOpMarg](), which implements the _Channel Operating Margin_ (COM) specification, as given by: [IEEE 802.3-22](https://ieeexplore.ieee.org/document/9844436) **Annex 93A**.\n",
    "\n",
    "The _PyChOpMarg_ package offers 3 different operating modes:\n",
    "\n",
    "1. Desktop GUI application,\n",
    "2. Command line utility, and\n",
    "3. Library for importing into higher-level scripts and/or notebooks like this one.\n",
    "\n",
    "This notebook serves double duty as an example of using _PyChOpMarg_ as a library.\n",
    "In particular, here I run a comparison of the _PyChOpMarg_ COM results to those given to me by Bob Sullivan of the [VITA](https://www.vita.com/VITA68) organization, for the purposes of testing and correlation."
   ]
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   "source": [
    "## Executive Summary\n",
    "\n",
    "As of **Saturday, March 23, 2024**:\n",
    "\n",
    "- I still don't have very good agreement w/ Bob's results, but I think I've identified the major sources of discrepancy.\n",
    "\n",
    "- My COM numbers are consistently higher than Bob's, despite our FOM numbers agreeing very well.  \n",
    "And this seems to be due to my calculated $A_{ni}$ numbers being too low.\n",
    "\n",
    "- The primary contributor to my low noise numbers seems to be crosstalk.\n",
    "And my low numbers here, relative to Bob's, appear to be caused by a deviation in the MATLAB code (v2.60) from the official specification (IEEE 802.3-22 Annex 93A).  \n",
    "(See _Appendix A_ for more detail.)\n"
   ]
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   "source": [
    "## COM Parameters & Bob's Results\n",
    "\n",
    "Here, I define the COM parameters according to Bob's configuration and capture his results, for comparison later.\n",
    "The two sets of results correspond to package choices 1 and 2, respectively.\n",
    "\n",
    "**Note:** Bob's configuration is contained in the `config_com_ieee8023_93a=100GBASE-KR4.xls` file.\n",
    "\n",
    "**Note:** Bob is using the multiple s4p files option.  \n",
    "(So, if you're primarily interested in comparing my results to Bob's, skip ahead to _Example 2_.)"
   ]
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    "params = {  # IEEE-802.3by\n",
    "    # General\n",
    "    \"fb\": 25.78125,  # (GBaud)\n",
    "    \"fstep\": 10e6,   # (Hz)\n",
    "    \"L\": 2,\n",
    "    \"M\": 32,\n",
    "    \"DER_0\": 1e-5,\n",
    "    \"RLM\": 1.0,\n",
    "    \"A_v\":  0.4,  # victim\n",
    "    \"A_fe\": 0.4,  # far end aggressor\n",
    "    \"A_ne\": 0.6,  # near end aggressor\n",
    "    \"R_0\": 50,    # system reference impedance (Ohms)\n",
    "    # Noise\n",
    "    \"A_DD\": 0.05,  # (UI)\n",
    "    \"SNR_TX\": 27,  # (dB)\n",
    "    \"eta_0\": 5.20E-08,  # (V^2/GHz)\n",
    "    \"sigma_Rj\": 0.01,  # (UI)\n",
    "    # CTLE\n",
    "    \"f_z\":   6.4453125,  # (GHz)\n",
    "    \"f_p1\":  6.4453125,  # (GHz)\n",
    "    \"f_p2\": 25.78125,  # (GHz)\n",
    "    \"f_LF\": 0.001,  # (GHz)\n",
    "    \"g_DC\": [-n for n in range(13)], # (dB)\n",
    "    \"g_DC2\": [0], # (dB)\n",
    "    # Tx FFE\n",
    "    #          c(-1)  c(+1)\n",
    "    \"tx_taps_min\": [[0, 0, -0.18, -0.38, 0, 0],],\n",
    "    \"tx_taps_max\": [[0, 0,  0.00,  0.00, 0, 0],],\n",
    "    \"tx_taps_step\": [[0, 0, 0.02,  0.02, 0, 0],],\n",
    "    \"c0min\": 0.62,\n",
    "    # Rx DFE\n",
    "    \"f_r\": 0.75,  # (fb)\n",
    "    \"dfe_min\": [-1.0]*14,\n",
    "    \"dfe_max\": [ 1.0]*14,\n",
    "    # Die & Package\n",
    "    \"R_d\": 55,     # (Ohms)\n",
    "    \"C_d\": 0.250,  # (pF)\n",
    "    \"C_b\": 0.001,  # (pF)\n",
    "    \"C_p\": 0.180,  # (pF)\n",
    "    \"L_s\": 0.000,  # (nH)\n",
    "    \"z_c\": 78.2,     # (Ohms)\n",
    "    \"z_p\": [12, 30],    # (mm)\n",
    "}\n",
    "\n",
    "bobs_rslts = [\n",
    "    {\n",
    "    'com': 4.3,          # (dB)\n",
    "    'fom': 16.9,         # (dB)\n",
    "    'As': 30.3,          # (mV)\n",
    "    'Ani': 18.5,         # (mV)\n",
    "    'vic_pulse_pk': 82.6,  # (mV)\n",
    "    'gDC': -12,          # (dB)\n",
    "    'tx_taps': [-0.16, 0],\n",
    "    'dfe_taps': [0.577, 0.034, 0.000, -0.070],\n",
    "    'sigma_ISI': 1.8, # (mV)\n",
    "    'sigma_XT': 3.3,  # (mV)\n",
    "    'sigma_G': 1.6,   # (mV)\n",
    "    'sigma_Tx': 1.4,  # (mV)\n",
    "    'sigma_J': 0.40,  # (mV)\n",
    "    'sigma_N': 0.71,  # (mV)\n",
    "    },\n",
    "    {\n",
    "    'com': 3.65,         # (dB)\n",
    "    'fom': 16.25,        # (dB)\n",
    "    'As': 25,            # (mV)\n",
    "    'Ani': 16.46,         # (mV)\n",
    "    'vic_pulse_pk': 72,  # (mV)\n",
    "    'gDC': -12,          # (dB)\n",
    "    'tx_taps': [-0.16, 0],\n",
    "    'dfe_taps': [0.684, 0.106, 0.014, 0.010],\n",
    "    'sigma_ISI': 1.9, # (mV)\n",
    "    'sigma_XT': 2.8,  # (mV)\n",
    "    'sigma_G': 1.4,   # (mV)\n",
    "    'sigma_Tx': 1.1,  # (mV)\n",
    "    'sigma_J': 0.33,  # (mV)\n",
    "    'sigma_N': 0.71,  # (mV)\n",
    "    },\n",
    "]"
   ]
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    "## Utility Functions\n",
    "\n",
    "These functions provide general utility for the rest of this notebook."
   ]
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    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from pychopmarg.com import COM, calc_Hffe\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "def print_results(theCOM: COM, zp_sel: int) -> None:\n",
    "    \"\"\"\n",
    "    Print the results of a called `COM` instance,\n",
    "    comparing to Bob's own results for the given case.\n",
    "\n",
    "    Args:\n",
    "        theCOM: The `COM` instance of interest; must've been previously called!\n",
    "        zp_sel: The package case to use.\n",
    "\n",
    "    Returns:\n",
    "        None\n",
    "    \"\"\"\n",
    "    \n",
    "    print(\"Metric\\t\\tBob's Value\\tMy Value\\tError\")\n",
    "    print(\"=\" * 53)\n",
    "    for key in bobs_rslts[zp_sel-1].keys():\n",
    "        print(f\"{key}:\\t\", end=\"\")\n",
    "        if len(key) < 7:\n",
    "            print(\"\\t\", end=\"\")\n",
    "        bobs = bobs_rslts[zp_sel-1][key]\n",
    "        mine = theCOM.rslts[key]\n",
    "        if key.endswith(\"taps\"):\n",
    "            print(\"\")\n",
    "            for n, (bob, me) in enumerate(zip(bobs, mine)):\n",
    "                if bob:\n",
    "                    err = (me - bob)/bob\n",
    "                else:\n",
    "                    err = 1\n",
    "                print(f\"\\t{n+1}:\\t\", end=\"\")\n",
    "                print(f\"{bob:11.2f}\\t{me:8.2f}\\t{err*100:4.0f}%\")\n",
    "        else:\n",
    "            err = (mine - bobs)/bobs\n",
    "            print(f\"{bobs:11.2f}\\t{mine:8.2f}\\t{err*100:4.0f}%\")\n",
    "\n",
    "def plot_cdf(theCOM: COM) -> None:\n",
    "    \"\"\"\n",
    "    Plot the combined noise-xtalk-interference CDF of a called `COM` instance,\n",
    "    showing where it crosses the DER threshold.\n",
    "\n",
    "    Args:\n",
    "        theCOM: The `COM` instance of interest; must've been previously called!\n",
    "    \"\"\"\n",
    "    \n",
    "    y = theCOM.rslts['y']\n",
    "    Py = theCOM.rslts['Py']\n",
    "    Ani = y[np.where(Py > theCOM.DER0)[0][0]]\n",
    "    plt.plot(y*1e3, Py)\n",
    "    plt.axvline(Ani*1e3, color='black', linestyle='dashed')\n",
    "    plt.title(\"Noise & Interference CDF Showing DER Threshold Crossing\")\n",
    "    plt.xlabel(\"Value (mV)\")\n",
    "    plt.grid()\n",
    "    plt.show()\n",
    "\n",
    "def plot_pulse_resps(theCOM: COM) -> None:\n",
    "    \"\"\"\n",
    "    Plot the victim pulse response, in its 3 stages of evolution:\n",
    "    \n",
    "    1. before adding the packaging,\n",
    "    2. after adding packaging, but before adding EQ, and\n",
    "    3. after adding EQ.\n",
    "\n",
    "    Args:\n",
    "        theCOM: A COM instance, which has been previously called,\n",
    "            in order to generate the required preliminaries.\n",
    "    \"\"\"\n",
    "    \n",
    "    gDC = theCOM.rslts['gDC']\n",
    "    gDC2 = theCOM.rslts['gDC2']\n",
    "    tx_taps = theCOM.tx_taps.flatten()\n",
    "    cursor_ix = theCOM.com_cursor_ix\n",
    "    \n",
    "    print(\"Using these optimizer selected linear EQ values:\")\n",
    "    print(f\"\\tgDC:\\t\\t{gDC:3.0f} dB\")\n",
    "    print(f\"\\tgDC2:\\t\\t{gDC2:3.0f} dB\")\n",
    "    print(\"\\tTx tap weights:\", end=\"\")\n",
    "    for w in tx_taps:\n",
    "        print(f\" {w:6.3f}\", end=\"\")\n",
    "    print(\"\")\n",
    "    print(\"\")\n",
    "\n",
    "    # Plot the equalized victim pulse response.\n",
    "    theCOM.gDC = gDC\n",
    "    theCOM.gDC2 = gDC2\n",
    "    pulse_resps = theCOM.gen_pulse_resps(theCOM.chnls, np.array(tx_taps))\n",
    "    x = pulse_resps[0]  # victim\n",
    "    t = theCOM.times\n",
    "    dfe_end = t[cursor_ix] + theCOM.nDFE/theCOM.params['fb']/1e9\n",
    "    plt.plot(t*1e9, x[:len(t)]*1e3, label=\"Equalized\")\n",
    "    plt.axvline(t[cursor_ix]*1e9, color='black', linestyle='dashed')\n",
    "    plt.axvline(dfe_end*1e9, color='black', linestyle='dashed')\n",
    "    \n",
    "    # Plot the pre-package and unequalized victim pulse responses.\n",
    "    plt.plot(t*1e9, theCOM.pulse_resps_nopkg[0][:len(t)]*1e3, label=\"NoPkg\")\n",
    "    plt.plot(t*1e9, theCOM.pulse_resps_noeq[0][:len(t)]*1e3, label=\"NoEQ\")\n",
    "    \n",
    "    plt.title(\"Victim Pulse Responses Showing Cursor Location & DFE Range\")\n",
    "    plt.xlabel(\"Time (ns)\")\n",
    "    plt.ylabel(\"p(t) (mV)\")\n",
    "    plt.axis(xmin=0, xmax=2)  # Set after viewing the unconstrained plot.\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "def plot_freq_resps(theCOM: COM, zp_sel: int) -> None:\n",
    "    \"\"\"\n",
    "    Plot the frequency responses of the various system components.\n",
    "\n",
    "    Args:\n",
    "        theCOM: A COM instance, which has been previously called,\n",
    "            in order to generate the required preliminaries.\n",
    "        zp_sel: The package option selector.\n",
    "    \"\"\"\n",
    "    \n",
    "    f = theCOM.freqs\n",
    "    tx_taps = theCOM.tx_taps.flatten()\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(theCOM.H(theCOM.chnls[0][0], np.array(tx_taps)))), label=\"Hvic\")\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(calc_Hffe(list(tx_taps), theCOM.tx_n_post))), label=\"Hffe\")\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(theCOM.H21(theCOM.chnls[0][0]))), label=\"H21vic\")\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(theCOM.Hr)), label=\"Hr\")\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(theCOM.Hctf)), label=\"Hctf\")\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(theCOM.Xsinc)), label=\"Xsinc\")\n",
    "    plt.semilogx(f/1e9, 20*np.log10(np.abs(theCOM.H21(theCOM.sPkgTx))), label=\"Hpkg\")\n",
    "    plt.title(\"System Frequency Responses w/ Optimum EQ\")\n",
    "    plt.xlabel(\"Frequency (GHz)\")\n",
    "    plt.axis(ymin=-40)\n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "def import_csv(fname: str) -> tuple[np.typing.NDArray[float], np.typing.NDArray[float]]:\n",
    "    \"\"\"\n",
    "    Import a comma separated value (CSV) file, assuming time in the first column.\n",
    "\n",
    "    Args:\n",
    "        fname: The name of the file to import.\n",
    "\n",
    "    Returns:\n",
    "        (time, [vals]): A pair consisting of:\n",
    "            - The time values indexing each row of the data.\n",
    "            - A list of value arrays, each indexed by `time`.\n",
    "\n",
    "    Raises:\n",
    "        RuntimeError: If the shape of the data array is irregular.\n",
    "    \"\"\"\n",
    "\n",
    "    labels = None\n",
    "    time = []\n",
    "    with open(fname, 'rt') as f:\n",
    "        for n, line in enumerate(f):\n",
    "            toks = line.split(', ')\n",
    "            if n == 0:\n",
    "                nVals = len(toks) - 1\n",
    "                vals = [[]] * nVals\n",
    "            if n == 0 and toks[0] is str:\n",
    "                labels = list(map(str, toks))\n",
    "            else:\n",
    "                nToks = len(toks)\n",
    "                assert nToks == nVals+1, f\"Line {n+1} has the wrong number of tokens (Expecting: {nVals}; got: {nToks})!\"\n",
    "                time.append(float(toks[0]))\n",
    "                for n in range(nVals):\n",
    "                    vals[n].append(float(toks[n+1]))\n",
    "    return (np.array(time), list(map(np.array, vals)))\n"
   ]
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   "source": [
    "## Example 1 - s32p Channel File, as per VITA 68.2\n",
    "\n",
    "This example shows how to use the _PyChOpMarg_ package as a library, for measuring the COM of a 32-port [_Touchstone_ file](https://en.wikipedia.org/wiki/Touchstone_file) organized as specified by the [VITA](https://www.vita.com/VITA68) 68.2 standard.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26660973-bfbd-4a50-a682-37d5ebb7860f",
   "metadata": {},
   "source": [
    "### Package Case 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "source": [
    "theCOM_s32p_pkg1 = COM.init(params, [\"chnl_data/example1.s32p\"], 3, zp_sel=1, num_ui=500, gui=False)\n",
    "com = theCOM_s32p_pkg1()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "128aedcf-8e2d-4f84-ab8d-d6bdfde4d2c0",
   "metadata": {},
   "source": [
    "#### Tabulated Results"
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\t\tBob's Value\tMy Value\tError\n",
      "=====================================================\n",
      "com:\t\t       4.30\t    4.90\t  14%\n",
      "fom:\t\t      16.90\t   16.79\t  -1%\n",
      "As:\t\t      30.30\t   29.26\t  -3%\n",
      "Ani:\t\t      18.50\t   16.65\t -10%\n",
      "vic_pulse_pk:\t      82.60\t   79.00\t  -4%\n",
      "gDC:\t\t     -12.00\t  -11.00\t  -8%\n",
      "tx_taps:\t\n",
      "\t1:\t      -0.16\t   -0.16\t  -0%\n",
      "\t2:\t       0.00\t    0.00\t 100%\n",
      "dfe_taps:\t\n",
      "\t1:\t       0.58\t    0.63\t   9%\n",
      "\t2:\t       0.03\t    0.08\t 139%\n",
      "\t3:\t       0.00\t    0.03\t 100%\n",
      "\t4:\t      -0.07\t   -0.05\t -33%\n",
      "sigma_ISI:\t       1.80\t    1.90\t   6%\n",
      "sigma_XT:\t       3.30\t    3.11\t  -6%\n",
      "sigma_G:\t       1.60\t    1.52\t  -5%\n",
      "sigma_Tx:\t       1.40\t    1.31\t  -7%\n",
      "sigma_J:\t       0.40\t    1.56\t 289%\n",
      "sigma_N:\t       0.71\t    0.71\t   1%\n"
     ]
    }
   ],
   "source": [
    "print_results(theCOM_s32p_pkg1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cddb60c-6448-49b0-8134-ccdf9eee32ba",
   "metadata": {},
   "source": [
    "#### NIC CDF"
   ]
  },
  {
   "cell_type": "code",
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   "id": "08552c31-76f1-4265-bfbf-4c2bc7b0b311",
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   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cdf(theCOM_s32p_pkg1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e158b028-9ec0-4d23-a0b2-c6032d1f523e",
   "metadata": {},
   "source": [
    "#### Pulse Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d8b84cfd-cc33-4002-a4a3-2675b1882d84",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:16:29.973078Z",
     "iopub.status.busy": "2024-04-30T11:16:29.972954Z",
     "iopub.status.idle": "2024-04-30T11:16:30.060962Z",
     "shell.execute_reply": "2024-04-30T11:16:30.060717Z",
     "shell.execute_reply.started": "2024-04-30T11:16:29.973068Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using these optimizer selected linear EQ values:\n",
      "\tgDC:\t\t-11 dB\n",
      "\tgDC2:\t\t  0 dB\n",
      "\tTx tap weights:  0.000  0.000 -0.160  0.000  0.000  0.000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pulse_resps(theCOM_s32p_pkg1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3d6d60c-45c3-4d98-9252-b5e7415f9aef",
   "metadata": {},
   "source": [
    "#### Frequency Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dd3f9bc5-13d3-442e-906a-8c69279bbfe0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:16:30.061350Z",
     "iopub.status.busy": "2024-04-30T11:16:30.061283Z",
     "iopub.status.idle": "2024-04-30T11:16:30.322285Z",
     "shell.execute_reply": "2024-04-30T11:16:30.322032Z",
     "shell.execute_reply.started": "2024-04-30T11:16:30.061342Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq_resps(theCOM_s32p_pkg1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1030df40-46ec-4e65-a9f7-e816c6092a8b",
   "metadata": {},
   "source": [
    "### Package Case 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "71743461-5b2a-4ad8-aaa5-bdd71517a6ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:16:30.322899Z",
     "iopub.status.busy": "2024-04-30T11:16:30.322700Z",
     "iopub.status.idle": "2024-04-30T11:17:11.519784Z",
     "shell.execute_reply": "2024-04-30T11:17:11.519476Z",
     "shell.execute_reply.started": "2024-04-30T11:16:30.322891Z"
    }
   },
   "outputs": [],
   "source": [
    "theCOM_s32p_pkg2 = COM.init(params, [\"chnl_data/example1.s32p\"], 3, zp_sel=2, num_ui=500, gui=False)\n",
    "com = theCOM_s32p_pkg2()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3799741-7617-4ce1-aee4-79928d43e37c",
   "metadata": {},
   "source": [
    "#### Tabulated Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e8f3bf59-9587-4566-9042-63864367d7e7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:11.520343Z",
     "iopub.status.busy": "2024-04-30T11:17:11.520264Z",
     "iopub.status.idle": "2024-04-30T11:17:11.522425Z",
     "shell.execute_reply": "2024-04-30T11:17:11.522110Z",
     "shell.execute_reply.started": "2024-04-30T11:17:11.520335Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\t\tBob's Value\tMy Value\tError\n",
      "=====================================================\n",
      "com:\t\t       3.65\t    4.35\t  19%\n",
      "fom:\t\t      16.25\t   16.24\t  -0%\n",
      "As:\t\t      25.00\t   23.81\t  -5%\n",
      "Ani:\t\t      16.46\t   14.43\t -12%\n",
      "vic_pulse_pk:\t      72.00\t   68.88\t  -4%\n",
      "gDC:\t\t     -12.00\t  -12.00\t  -0%\n",
      "tx_taps:\t\n",
      "\t1:\t      -0.16\t   -0.18\t  12%\n",
      "\t2:\t       0.00\t    0.00\t 100%\n",
      "dfe_taps:\t\n",
      "\t1:\t       0.68\t    0.63\t  -8%\n",
      "\t2:\t       0.11\t    0.10\t  -8%\n",
      "\t3:\t       0.01\t    0.01\t -12%\n",
      "\t4:\t       0.01\t    0.01\t  10%\n",
      "sigma_ISI:\t       1.90\t    1.89\t  -0%\n",
      "sigma_XT:\t       2.80\t    2.64\t  -6%\n",
      "sigma_G:\t       1.40\t    1.30\t  -7%\n",
      "sigma_Tx:\t       1.10\t    1.06\t  -3%\n",
      "sigma_J:\t       0.33\t    1.13\t 241%\n",
      "sigma_N:\t       0.71\t    0.71\t   0%\n"
     ]
    }
   ],
   "source": [
    "print_results(theCOM_s32p_pkg2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3c29936-37d1-40c0-b339-1cf522ef85b9",
   "metadata": {},
   "source": [
    "#### NIC CDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "681a4f56-5858-464b-8392-c0b1137bfb22",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:11.522880Z",
     "iopub.status.busy": "2024-04-30T11:17:11.522812Z",
     "iopub.status.idle": "2024-04-30T11:17:11.581502Z",
     "shell.execute_reply": "2024-04-30T11:17:11.581139Z",
     "shell.execute_reply.started": "2024-04-30T11:17:11.522873Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rrwEA/vzzz1KP7+bmhn///RcHDhwocb0QAj///DP69u0LIQTS0tKM/yIiInD79u0Sqx7vNmLECCQkJODMmTPw8vJCeHg4EhMTjevj4uIgk8kQExNT5nFKEx4ejuDgYOP7li1bwsXFBRcvXix3319++QUGgwGDBw82uTZfX180bNgQ27ZtM9lerVYjMjKyQnFVx7HXrl2LJk2aoHHjxibHKOrMee8xyisLg8GADRs2oG/fvmjXrl2xmIuaVNauXYuuXbvC3d3d5Lzh4eHQ6/XYsWNHqdddVC1bmb+myuPk5ITMzMxiyxctWoTo6GiTf+WZOXMmVq1ahTZt2mDz5s14++23ERISgrZt2+L06dPFto+MjDTplNy1a1cAMJbpwYMHcf36dYwbNw729vbG7fr06YPGjRub3H9du3bFzp07ARRW5R87dgxjx46Fp6encfnOnTvh5uZWoZFjY8eONWkG69q1K/R6PS5fvgwAiImJQUFBAcaNG2ey38svv1zusSvKyckJAIp9PmPHji322URHR6Np06Ym2xV9L3h5eaFx48aYN28ennzySZOmzuqM9bnnnjO+V6lU6NChQ4nfFSNHjoSDg4Px/dGjR3Hu3Dk8++yzuHHjhvGeyM7ORvfu3bFjxw5jE6abmxv27duHq1ev3nc8GzduhK+vL4YOHWpcplQq8corryArKwvbt28v8dh6vR6bN29Gv379EBAQYFzepEkTRERElBkXUPX7+N5yq+j94eDgAJVKhdjYWNy6davEYxfVoPzxxx/Q6XSVigsorLG6W9euXXHjxg3jtRY1aVf3/WLxzTRF3nnnHXz33XeYM2cOFi5cWGz95cuXIZfLTXqWA4Cvry/c3NyMX0wlefPNN/H333+jQ4cOaNCgAXr27Ilnn33W2KaempqK9PR0LFmyBEuWLCnxGGW16+7duxfr16/HTz/9hKCgIGzatAmdOnVCeHg4du7cCR8fH5w4cQJ2dnYICQmpSHEUc/eNVsTd3b3UH+i7nTt3DkIINGzYsMT197aT+vn5VXi0THUc+9y5czh9+rSxSele95Z9eWWRmpqKjIyMcn/RnTt3DsePH6/wee9WVFVfUvJQVVlZWSV+KXbo0KHEpKo8Q4cOxdChQ5GRkYF9+/ZhxYoVWLVqFfr27YsTJ06YfGneW6bu7u4AYCzTovurUaNGxc7TuHFjkyaYrl27YvHixTh//jwuXLgAmUyG0NBQY5IyZswY7Ny5E507d67Q6JmKxnbvd4OHh4dx2/uVlZUFoPgvrYYNGyI8PLzc/QMDA7F06VIYDAZcuHABs2bNQmpqqslnUF3q1q1brA+Tu7u7ST+eIveO0jp37hyAwl+2pbl9+zbc3d0xd+5cjBw5Ev7+/ggJCUHv3r0xYsQI1K9fv9LxXL58GQ0bNiz289CkSRPj+pKkpqYiNze3xO+fRo0aGf+ILU1V7+N7y62i94darcaHH36I1157DT4+Pnj44YfxxBNPYMSIEfD19QUAhIWFYcCAAZg5cyY++eQTdOvWDf369cOzzz5boT6IZd0vLi4uxt+l917DvfdPZVlNMlK/fn0899xzWLJkSZlzKFRlEpsmTZogPj4ef/zxBzZt2oSff/4ZX3zxBaZPn46ZM2caM/3nnnuu1JuwqP27JHv27AEAPPzwwwAKf+Fu3rwZXbp0QY8ePRAbG4slS5agd+/eVW4fLq1fgrinw2xJDAYDZDIZ/vrrrxKPU/RXX5G7M/4HcWyDwYAWLVpg/vz5JZ7D39/f5P39lMW95+3RowfeeOONEtc/9NBDpe7buHFjAIXt1f369avUeUui0+lw9uxZs8yt4+Ligh49eqBHjx5QKpVYuXIl9u3bh7CwMOM21VWmANClSxcAwI4dO3Dx4kW0bdsWjo6O6Nq1Kz799FNkZWXhyJEjFe4QWp2xVdWJEyegUCiKfYFXlKOjo0nS0rlzZ7Rt2xZTp07Fp59+Wl1hAqhced17PxZ9F86bN6/USQ2L7unBgweja9euWL9+PbZs2YJ58+bhww8/xC+//GLSN6UmfH6lufs+rozKfEfea9KkSejbty82bNiAzZs3Y9q0aZg9eza2bt2KNm3aGCch3Lt3L37//Xds3rwZzz//PD7++GPs3bu32HfqvaQqb6tJRoDC2pHvv//epKNNkXr16sFgMODcuXPGbBko7Hianp6OevXqlXlsR0dHDBkyBEOGDEF+fj769++PWbNmYcqUKfDy8oKzszP0en2F/sq5V1GCdOXKFeMvzqKque7duyMkJASJiYmV6uFdFaUlasHBwRBCICgoqMxfsFVRHccODg7GsWPH0L1792qZMdHLywsuLi44ceJEuefNysqq0mfepUsXuLu748cff8TUqVPvuxPrunXrkJubW6Gq5fvRrl07rFy5stTm0NIU3V/x8fHF5kKJj483uf8CAgIQEBCAnTt34uLFi8Ymn0ceeQRRUVFYu3Yt9Ho9Hnnkkfu8GtPYzp8/b5Is3Lhxo0I1h+VJTEzE9u3bERoaWm3Nci1btsRzzz2Hr776Cq+//nqJtX1SKGr+dHFxqdB9Ubt2bYwbNw7jxo3D9evX0bZtW8yaNatYR9ny1KtXD8ePH4fBYDCpHTlz5oxxfUm8vLzg4OBgrNG5W3x8fLnnfeihh9CoUSP8+uuvWLhwYbm/6MuKv+ic5d0fQGE5v/baa3jttddw7tw5tG7dGh9//DG+//574zYPP/wwHn74YcyaNQurVq3CsGHDsHr1arzwwgtVivHuWA0GAy5dumRSo1TS6LnKsIo+I0WCg4ONN2hycrLJuqKJhe4d4VD013RZPYFv3Lhh8l6lUqFp06YQQkCn00GhUGDAgAH4+eefS/wFVtLsmHfr3r07gMLJqQoKCozLO3bsiHfeeQcJCQlo2LCh2WeUdXR0BIBiM7D2798fCoUCM2fOLJYdCyGKlU9lVMexBw8ejKSkJCxdurTYutzcXGRnZ1cqJrlcjn79+uH333/HwYMHi60vinPw4MGIi4vD5s2bi22Tnp5u8lneS6PR4M0338Tp06fx5ptvlvhXx/fff4/9+/eXG++xY8cwadIkuLu7Y/z48eVuX56cnBzExcWVuO6vv/4CUHJ1clnatWsHb29vLF682GS49V9//YXTp08Xu/+6du2KrVu3Yv/+/cZkpHXr1nB2dsacOXPg4OBQ5SbLe3Xv3h12dnb48ssvTZZXxzDpmzdvYujQodDr9Xj77bfv+3h3e+ONN6DT6UqtEZRCSEgIgoOD8dFHHxmbpu5W9F2o1+tx+/Ztk3Xe3t6oU6dOseH4FdG7d28kJyebjJAqKCjAZ599BicnJ5NavLspFApERERgw4YNJn30Tp8+XeJ9XZKZM2fixo0beOGFF0q857ds2YI//vijzGNU9P7IyckpNsIrODgYzs7Oxv1u3bpV7PukqJaqKmV7r6I/eL744guT5fc78ahV1YwAwNtvv43vvvsO8fHxaNasmXF5q1atMHLkSCxZsgTp6ekICwvD/v37sXLlSvTr1w+PPvpoqcfs2bMnfH190blzZ/j4+OD06dP4/PPP0adPH+NfOnPmzMG2bdvQsWNHjBkzBk2bNsXNmzdx+PBh/P3337h582apx2/ZsiVeeeUVfPrpp2jfvj2GDh0KNzc37Ny5E6tXr0bXrl2xa9cujBkzpsLj5qui6Mv97bffxjPPPAOlUom+ffsiODgY77//PqZMmYKEhAT069cPzs7OuHTpEtavX4+xY8fi9ddfr9I5q+PYw4cPx08//YQXX3wR27ZtQ+fOnaHX63HmzBn89NNP2Lx5c6X7THzwwQfYsmULwsLCjMOFr127hrVr12LXrl1wc3PD5MmT8dtvv+GJJ57AqFGjEBISguzsbPzzzz9Yt24dEhISyhxCO3nyZJw8eRIff/wxtm3bhoEDB8LX1xfJycnYsGED9u/fb2zCK7Jz507k5eVBr9fjxo0b2L17N3777Te4urpi/fr1xnbj+5GTk4NOnTrh4YcfxuOPPw5/f3+kp6djw4YN2LlzJ/r161fpoedKpRIffvghIiMjERYWhqFDhxqHLgYGBuLVV1812b5r16744YcfIJPJjM02CoUCnTp1wubNm9GtW7dqm8XXx8cHEydOxMcff4wnn3wSjz/+OI4dO4a//voLnp6eFa5tO3v2LL7//nsIIZCRkYFjx45h7dq1yMrKwvz580uctfbw4cMmf80WCQ4ORmhoaJnna9q0KXr37o2vv/4a06ZNMw5Ll5JcLsfXX3+NXr16oVmzZoiMjISfnx+SkpKwbds2uLi44Pfff0dmZibq1q2LgQMHolWrVnBycsLff/+NAwcO4OOPP670eceOHYuvvvoKo0aNwqFDhxAYGIh169Zh9+7dWLBgQZk1UjNnzsSmTZvQtWtXjBs3zpjENGvWrMR+MvcaMmQI/vnnH8yaNQtHjhzB0KFDjTOwbtq0CTExMcXmpLpXRe+Ps2fPonv37hg8eDCaNm0KOzs7rF+/HikpKXjmmWcAwDjr79NPP43g4GBkZmZi6dKlcHFxKXG238oKCQnBgAEDsGDBAty4ccM4tPfs2bMAqtYVAoB1DO2918iRIwWAYkNcdTqdmDlzpggKChJKpVL4+/uLKVOmFJvl9N6hvV999ZV45JFHRK1atYRarRbBwcFi8uTJ4vbt2yb7paSkiPHjxwt/f3+hVCqFr6+v6N69u1iyZEmFrumbb74RISEhwt7eXjg5OYmuXbuK1atXCyGEmDp1qgAgZs6cWeYxShvaW9IQunuHQgpROFzVz89PyOXyYsN8f/75Z9GlSxfh6OgoHB0dRePGjcX48eNFfHx8mecvUtLQ3uo6dn5+vvjwww9Fs2bNhFqtFu7u7iIkJETMnDnT5HOqTFlcvnxZjBgxQnh5eQm1Wi3q168vxo8fbzKENTMzU0yZMkU0aNBAqFQq4enpKTp16iQ++uijEmdjLMm6detEz549hYeHh7CzsxO1a9cWQ4YMEbGxscZtioYEFv1TKpXCy8tLPPLII2LWrFni+vXrxY57PzOwLl26VPTr10/Uq1dPqNVqodFoRJs2bcS8efNMrr+0IcdFQ1eXL19usnzNmjWiTZs2Qq1WCw8PDzFs2DDx77//Fovh5MmTxiHDd3v//fcFADFt2rRi+5Q2tPfe6y+Kedu2bcZlBQUFYtq0acLX11c4ODiIxx57TJw+fVrUqlVLvPjii+UVmclnI5fLhZubm2jTpo2YOHGiOHnyZLHtyxvae/d1lPVzHxsbW6nhlFWdgXXkyJGiXr16xvflDTU/cuSI6N+/v/E7s169emLw4MEiJiZGCFE4PHfy5MmiVatWwtnZWTg6OopWrVqJL774okrxCFH4/RsZGSk8PT2FSqUSLVq0KPbzJ0TJM7Bu375dhISECJVKJerXry8WL15c4RlYi8TExIinnnpKeHt7Czs7O+Hl5SX69u0rfv31V+M25ZVbefdHWlqaGD9+vGjcuLFwdHQUrq6uomPHjuKnn34ybnP48GExdOhQERAQINRqtfD29hZPPPGEOHjwYJnlUHS9qampJtsV3Ud3/y7Izs4W48ePFx4eHsLJyUn069dPxMfHCwBizpw5FS6zu8nuBEVERHdJT0+Hu7s73n///WpvYiGyNkePHkWbNm3w/fffY9iwYZXe36r6jBARVUVubm6xZUX9y/hEWyJTpd0vcrm8yh3Lra7PCBFRZa1ZswYrVqxA79694eTkhF27duHHH39Ez549S31GD5Gtmjt3Lg4dOoRHH30UdnZ2+Ouvv/DXX39h7NixxaZSqCg20xCRzTt8+DDeeOMNHD16FBkZGfDx8cGAAQPw/vvvV3m4JpG1io6OxsyZM3Hq1ClkZWUhICAAw4cPx9tvv13uM5VKw2SEiIiIJMU+I0RERCQpJiNEREQkKYvowGowGHD16lU4OztXy3TfREREZH5CCGRmZqJOnTplPtjSIpKRq1evVrmHLhEREUnrypUrqFu3bqnrLSIZKZrK98qVK8ZHNlsjnU6HLVu2oGfPnlAqlVKHc9+ys7NRp04dAIUJZdGzb2oiayt7S8KylwbLXTq2VPYZGRnw9/cv9yGRFpGMFDXNuLi4WH0yotFo4OLiYhU/oHc/idbFxaXGJyPWVPaWhGUvDZa7dGyx7MvrYsEOrERERCQpJiNEREQkKYtopiHLZGdnh5EjRxpfExERlYS/Ichs1Go1VqxYIXUYRERUw7GZhoiIiCTFmhEyGyEEcnJyAAAajYYT1hERUYlYM0Jmk5OTAycnJzg5ORmTEiIionsxGSEiIiJJMRkhIiIiSTEZISIiIklVOhnZsWMH+vbtizp16kAmk2HDhg3l7hMbG4u2bdtCrVajQYMGHO5JRERERpVORrKzs9GqVSssWrSoQttfunQJffr0waOPPoqjR49i0qRJeOGFF7B58+ZKB0tERETWp9JDe3v16oVevXpVePvFixcjKCgIH3/8MQCgSZMm2LVrFz755BNERERU9vRERFSDCCGgNwgU3PlnEOLOcgACEBAQAhB3tgWKXheuu/OfcZ+Strc2BQUFuKkFktJzYWenkzocIy9nNdR2ivI3NAOzzzMSFxeH8PBwk2URERGYNGlSqftotVpotVrj+4yMDACFTzrU6WrOB1fdiq7NWq7RYDCgf//+xtc1+bqsrewtCcv+wRBC4FaODikZWqTn5iMtMw97U2S4uPUcsvINyMwrQK5Oj9x8PXJ1BuTp9MjV6ZGn0yNPZ7iTbBhQoDdNPvQG60wYzM8OMw/vlDoIEz+N7YA2/m7VesyK3tdmT0aSk5Ph4+NjsszHxwcZGRnIzc2Fg4NDsX1mz56NmTNnFlu+ZcsWaDQas8VaU0RHR0sdQrUZMWIEAGDr1q0SR1Ix1lT2loZlf/8MAripBZJzZEjJBVJyZbipBW7ly3BbC+jEvRMPKoCLlySJtYjsTr2I7L8Fxteyu5eT2cXt2YNrztV7zIrOMVUjZ2CdMmUKoqKijO8zMjLg7++Pnj17wsXFRcLIzEun0yE6Oho9evSAUqmUOhybwrKXDsu+6lIztTh4+RaO/Xsbx/69jRNXM5CnM5S5Ty1HFdw1Srg62CE/8xYa1vODh5Mazmo7OKgUcFAq4KCUw16pML5X28lhp5DBTi6DnVwOxZ3XCrkMSrkMCrkcCnnhMrkMwJ3ZloteFv5fhrtW2fSMzLb0M1/UslEesycjvr6+SElJMVmWkpICFxeXEmtFgMIHrKnV6mLLlUql1X9wgO1cZ03EspcOy758eoPAgYSbiI1PxfazqTh9rfgXvdpOjvpeTmjg7YQGXk4IqOWA2q4OqOPqAB/X//oE6HQ6bNy4Eb17t2C5S8QWfuYren1mT0ZCQ0OxceNGk2XR0dEIDQ0196lJYtnZ2XBycgIAZGVlwdHRUeKIiCyPEALH/72NX49exe/HryI1U2uyvkltF7QNcEObAHe09ndDkKcjFHLbrXUgy1TpZCQrKwvnz583vr906RKOHj0KDw8PBAQEYMqUKUhKSsK3334LAHjxxRfx+eef44033sDzzz+PrVu34qeffsKff/5ZfVdBRGRl8nR6/Hb0KlbsScCpu2pAXB2U6N7YG2GNvNClgSdqORWvRSayNJVORg4ePIhHH33U+L6ob8fIkSOxYsUKXLt2DYmJicb1QUFB+PPPP/Hqq69i4cKFqFu3Lr7++msO6yUiKkG2tgAr9iTg650XcSuncCSC2k6OiGa+eKp1HXRt6AWVHSfPJutS6WSkW7duZY79Lml21W7duuHIkSOVPRURkc3QFujxXdxlfBl7ATey8wEAfm4OGBFaD0Pa+8NNo5I4QiLzqZGjaYiIbMmuc2mY/usJXEzLBgDUq6XBxO4N8WSrOrBTsBaErB+TESIiidzO0WH6byfw69GrAABPJzVe7/kQBoTUhZJJCNkQJiNERBLYcyENr/10DNdu50EuA4Y/XA9RPRvB1cG6h3oSlYTJCJmNQqFA7969ja+JCDAYBD75+yw+33YeQgBBno74ZEhrtK7mabiJLAmTETIbe3t7DuEmuktmng6vrjmKv09fBwA8094f055oCkc1v4rJtvEOICJ6AJLSczFq2X6cu54FlZ0cc/q3QP+2daUOi6hGYDJCRGRmF1KzMPzrfbh6Ow8+Lmp8Nbwdm2WI7sLu2mQ22dnZcHR0hKOjI7Kzs6UOh0gSJ5JuY9DiOFy9nYf6Xo5YP64zExGie7BmhMyqoo+PJrJG8cmZeO6bfUjP0aGFnytWRLbn9O1EJWAyQkRkBpfSsjHs68JEpLW/G74b3QHO9hy2S1QSNtMQEVWz5Nt5GLZ0L9KytGhS2wUrI5mIEJWFyQgRUTXKyS/AC98eMPYR+W50B7hqmIgQlYXJCBFRNTEYBKLWHMOJpAx4OKqwYlQHeLKPCFG5mIwQEVWTT/4+i00nk6FSyLFkeAgCammkDonIIrADK5mNXC5HWFiY8TWRNdsWfx2fbT0PAJgzoAXaBXpIHBGR5WAyQmbj4OCA2NhYqcMgMrur6bmIWnMUADAitB5nViWqJP65SkR0H3R6AyasOoxbd+YSebtPE6lDIrI4TEaIiO7Dl7EXcDgxHc72dlj0bFuo7fiEaqLKYjJCZpOdnQ0vLy94eXlxOniySieSbuPTmHMAgPf7NWeHVaIqYp8RMqu0tDSpQyAyC22BHq/9dAwFBoFezX3xZKs6UodEZLFYM0JEVAWfxpxDfEomPJ1UeL9fc8hkMqlDIrJYTEaIiCrpXEomvtp+EUBh8wwffkd0f5iMEBFVghAC72w4gQKDQHgTbzzevLbUIRFZPCYjRESVsP5IEvZdugl7pRwz+jaTOhwiq8BkhIiogm7n6PDBxtMAgFe6N4S/B0fPEFUHjqYhs5HL5WjXrp3xNZGl+2zrOaRl5aOBtxNe6FJf6nCIrAaTETIbBwcHHDhwQOowiKpF4o0crIxLAABMe6IpVHZMsImqC+8mIqIKmLv5DHR6ga4NPRH2kJfU4RBZFSYjRETlOJJ4C38cvwaZDJjSi8+eIapuTEbIbHJychAYGIjAwEDk5ORIHQ5RlQghjJ1WB7Sti6Z1XCSOiMj6sM8ImY0QApcvXza+JrJE28+m4kDCLajt5Hit50NSh0NklVgzQkRUCiEEPvm78EF4wx+uh9quDhJHRGSdmIwQEZUi9mwqjl1Jh71Sjv+FBUsdDpHVYjJCRFQCIQQW3FUr4uXM588QmQuTESKiEsTG/1crMvYR1ooQmROTESKiewgh8OnWwlqREaGBrBUhMjOOpiGzkclkaNq0qfE1kaU4kHALRxLTobKTY0xXTvtOZG5MRshsNBoNTp48KXUYRJX21fYLAArnFWGtCJH5sZmGiOgu51IyEXPmOmQyYEzXIKnDIbIJTEaIiO6ydOdFAEDPpj6o7+UkcTREtoHJCJlNTk4OmjVrhmbNmnE6eLIIKRl5WH8kCQA4rwjRA8Q+I2Q2QgicOnXK+Jqopvs2LgE6vUCHQA+0DXCXOhwim8GaESIiAHk6PX7cfwUA8HyXQGmDIbIxTEaIiABs/Ocabmbno46rPcKb+EgdDpFNYTJCRARgZVzhE6aHPVwPdgp+NRI9SLzjiMjmHb2SjmNX0qFSyDGkvb/U4RDZHCYjRGTzvo1LAAD0aVkbnk6c5IzoQeNoGjIbmUyGevXqGV8T1UQ3srT44/g1AMCI0HoSR0Nkm5iMkNloNBokJCRIHQZRmdYe+hf5BQa08HNFa383qcMhsklspiEimyWEwE8HCofzDusYwBo8IokwGSEim3Xw8i1cTMuGRqXAE63qSB0Okc1iMkJmk5ubi/bt26N9+/bIzc2VOhyiYlbfmeTsiZa14aRmqzWRVHj3kdkYDAYcPHjQ+JqoJsnM02HjP4UdVzmcl0harBkhIpv0+7FryNXpEezlyOfQEEmMyQgR2aQ1BwubaIa092fHVSKJMRkhIptzJjkDx66kw04uQ/+2daUOh8jmVSkZWbRoEQIDA2Fvb4+OHTti//79ZW6/YMECNGrUCA4ODvD398err76KvLy8KgVMRHS/1h9OAgB0b+LNGVeJaoBKJyNr1qxBVFQUZsyYgcOHD6NVq1aIiIjA9evXS9x+1apVeOuttzBjxgycPn0a33zzDdasWYOpU6fed/BERJWlNwj8evQqAODpNqwVIaoJKp2MzJ8/H2PGjEFkZCSaNm2KxYsXQ6PRYNmyZSVuv2fPHnTu3BnPPvssAgMD0bNnTwwdOrTc2hSyDp6envD09JQ6DCKjfRdvIDkjDy72dni0sZfU4RARKjm0Nz8/H4cOHcKUKVOMy+RyOcLDwxEXF1fiPp06dcL333+P/fv3o0OHDrh48SI2btyI4cOHl3oerVYLrVZrfJ+RkQEA0Ol00Ol0lQnZohRdm7Vco0qlwtWrV43va/J1WVvZW5IHXfY/Hy7suNqruS/kwgCdzjaHnfNnXjq2VPYVvcZKJSNpaWnQ6/Xw8fExWe7j44MzZ86UuM+zzz6LtLQ0dOnSBUIIFBQU4MUXXyyzmWb27NmYOXNmseVbtmyBRqOpTMgWKTo6WuoQbBbLXjoPouzz9cCfxxQAZPDJTcDGjQlmP2dNx5956dhC2efk5FRoO7NPehYbG4sPPvgAX3zxBTp27Ijz589j4sSJeO+99zBt2rQS95kyZQqioqKM7zMyMuDv74+ePXvCxcXF3CFLRqfTITo6Gj169IBSqZQ6HJvCspfOgyz7v04kI2//cdRxtcf4wV0hl9vukF7+zEvHlsq+qGWjPJVKRjw9PaFQKJCSkmKyPCUlBb6+viXuM23aNAwfPhwvvPACAKBFixbIzs7G2LFj8fbbb0MuL95tRa1WQ60u3sNdqVRa/QcHWM915ubmolevXgCAv/76Cw4ODhJHVD5rKXtL9CDK/rfjhd9d/dr4Qa1WmfVcloI/89KxhbKv6PVVqgOrSqVCSEgIYmJijMsMBgNiYmIQGhpa4j45OTnFEg6FQgGg8ImZZL0MBgO2b9+O7du3czp4ktzN7HzExheO+nu6jZ/E0RDR3SrdTBMVFYWRI0eiXbt26NChAxYsWIDs7GxERkYCAEaMGAE/Pz/Mnj0bANC3b1/Mnz8fbdq0MTbTTJs2DX379jUmJURE5rbxn2soMAg0q+OChj7OUodDRHepdDIyZMgQpKamYvr06UhOTkbr1q2xadMmY6fWxMREk5qQd955BzKZDO+88w6SkpLg5eWFvn37YtasWdV3FURE5fjjeOHIridb1ZE4EiK6V5U6sE6YMAETJkwocV1sbKzpCezsMGPGDMyYMaMqpyIium+pmVrsv3QTANC7RW2JoyGie/HZNERk9TadTIZBAK3qusLfw/qnByCyNExGiMjqbTx+DQDQpyVrRYhqIrPPM0K2zRYmqaOaLTVTi32XbgAAejVnMkJUEzEZIbNxdHREdna21GGQjWMTDVHNx2YaIrJqRU007LhKVHMxGSEiq5WW9V8TDZMRopqLyQiZTV5eHvr06YM+ffogLy9P6nDIBm06wSYaIkvAPiNkNnq9Hhs3bjS+JnrQNv7DJhoiS8CaESKySrey87GPE50RWQQmI0RklbaeuQ69QaBJbRc20RDVcExGiMgqRZ9KAQD0aOojcSREVB4mI0RkdfJ0emw/mwoA6MlkhKjGYzJCRFZn17k05Or08HNzQLM6LlKHQ0TlYDJCRFbn7iYamUwmcTREVB4O7SWzcXR0hBBC6jDIxugNAn+fZn8RIkvCmhEisipHEm/hRnY+XOzt0CHIQ+pwiKgCmIwQkVXZcqeJ5rHG3lAq+BVHZAl4p5LZ5OXlYdCgQRg0aBCng6cHQgiBLSeTAQA9m/lKHA0RVRSTETIbvV6PdevWYd26dZwOnh6I89ezkHAjByo7OR55yEvqcIiogpiMEJHViL7TcbVzcC04qdk/n8hSMBkhIqux9fR1AED3JhxFQ2RJmIwQkVVIz8nH4cRbAIBHG3tLHA0RVQaTESKyCtvPpsIggEY+zvBzc5A6HCKqBCYjRGQVtp0pbKJhrQiR5WEyQkQWT28QxgfjPdqIo2iILA27m5PZaDQaZGVlGV8TmcvRK+m4laODs70dQuq5Sx0OEVUSkxEyG5lMBkdHR6nDIBtQ1ETzyENesOOsq0QWh3ctEVm8bfGFychjjdhfhMgSMRkhs9FqtRg1ahRGjRoFrVYrdThkpVIy8nDyagZkMiCM/UWILBKTETKbgoICrFy5EitXrkRBQYHU4ZCVKmqiaVnXDZ5OaomjIaKqYDJCRBatqImGo2iILBeTESKyWNoCPXadSwMAPMb5RYgsFpMRIrJYBy7dQna+Hp5OajSv4yp1OERURUxGiMhixd5pounWyAtyuUziaIioqpiMEJHF2nGucNbVsIfYX4TIkjEZISKLlHw7D2dTsiCTAV0aeEodDhHdB87ASmaj0Whw/fp142ui6lRUK9LSzxXujiqJoyGi+8FkhMxGJpPBy4vV52QeO++MonmETTREFo/NNERkcfQGgV13aka6NmQyQmTpmIyQ2Wi1WowfPx7jx4/ndPBUrU5evY1bOTo4qe3QJsBN6nCI6D4xGSGzKSgowBdffIEvvviC08FTtdpxtrBWJDS4FpR8Si+RxeNdTEQWZwf7ixBZFSYjRGRRsrQFOHz5FgAgjP1FiKwCkxEisihxF26gwCBQr5YGAbU4ZJzIGjAZISKLsvPOKJpHWCtCZDWYjBCRRSnqvNq1IWddJbIWTEaIyGIk3shBwo0c2MllCA2uJXU4RFRNOAMrmY2DgwMuXbpkfE10v4qmgG8b4A5ne6XE0RBRdWEyQmYjl8sRGBgodRhkRYz9RR5iEw2RNWEzDRFZhAK9AXvO3wDAKeCJrA2TETKb/Px8TJ48GZMnT0Z+fr7U4ZCF+yfpNjK1BXB1UKK5n6vU4RBRNWIyQmaj0+nw0Ucf4aOPPoJOp5M6HLJwey4U1oqE1q8FhVwmcTREVJ2YjBCRRdhzoXAK+E4NOIqGyNowGSGiGi9Pp8fBhMIp4DtxSC+R1WEyQkQ13pHEdGgLDPByViPYy0nqcIiomjEZIaIaL66oiSa4FmQy9hchsjZVSkYWLVqEwMBA2Nvbo2PHjti/f3+Z26enp2P8+PGoXbs21Go1HnroIWzcuLFKAROR7SnqvMomGiLrVOlJz9asWYOoqCgsXrwYHTt2xIIFCxAREYH4+Hh4e3sX2z4/Px89evSAt7c31q1bBz8/P1y+fBlubm7VET8RWblsbQGOXkkHAHQK5mRnRNao0snI/PnzMWbMGERGRgIAFi9ejD///BPLli3DW2+9VWz7ZcuW4ebNm9izZw+UysLpmzkrp21wcHDAiRMnjK+JquJAwk0UGATqujvA30MjdThEZAaVSkby8/Nx6NAhTJkyxbhMLpcjPDwccXFxJe7z22+/ITQ0FOPHj8evv/4KLy8vPPvss3jzzTehUChK3Eer1UKr1RrfZ2RkACict8Ka56soujZrusaHHnoIAKDX66HX6yWOpnTWWPaWoryy33VnCviHgzz4+VQj/sxLx5bKvqLXWKlkJC0tDXq9Hj4+PibLfXx8cObMmRL3uXjxIrZu3Yphw4Zh48aNOH/+PMaNGwedTocZM2aUuM/s2bMxc+bMYsu3bNkCjcb6/zKKjo6WOgSbxbKXTmllv/m4AoAMDhmJ2Ljx8oMNygbwZ146tlD2OTk5FdrO7A/KMxgM8Pb2xpIlS6BQKBASEoKkpCTMmzev1GRkypQpiIqKMr7PyMiAv78/evbsCRcXF3OHLBmdTofo6Gj06NHD2KRlyfLz8zFnzhwAwFtvvQWVSiVxRKWztrK3JGWV/e1cHSbt3QYAeLH/Y/B2VksRolXiz7x0bKnsi1o2ylOpZMTT0xMKhQIpKSkmy1NSUuDr61viPrVr14ZSqTRpkmnSpAmSk5ORn59f4i8otVoNtbr4l45SqbT6Dw6wnuvMz8/H+++/D6AwGbGEa7KWsrdEJZX9obM3IATQwNsJfh6cX8Qc+DMvHVso+4peX6WG9qpUKoSEhCAmJsa4zGAwICYmBqGhoSXu07lzZ5w/fx4Gg8G47OzZs6hdu3aN/kuZiKQXxyG9RDah0vOMREVFYenSpVi5ciVOnz6Nl156CdnZ2cbRNSNGjDDp4PrSSy/h5s2bmDhxIs6ePYs///wTH3zwAcaPH199V0FEVmnPXZOdEZH1qnSfkSFDhiA1NRXTp09HcnIyWrdujU2bNhk7tSYmJkIu/y/H8ff3x+bNm/Hqq6+iZcuW8PPzw8SJE/Hmm29W31UQkdVJzdTibEoWZDKgYxCTESJrVqUOrBMmTMCECRNKXBcbG1tsWWhoKPbu3VuVUxGRjYq7WNhE07S2C9wd2aRLZM34bBoiqpHi2ERDZDOYjBBRjfTf82g4BTyRtTP7PCNku+zt7Y0PUbS3t5c4GrIk/97KweUbOVDIZWgf5CF1OERkZkxGyGwUCgXat28vdRhkgYpqRVrVdYWTml9TRNaOzTREVOPEsYmGyKbwTw4ym/z8fCxcuBAAMHHiRE5yRxUihOD8IkQ2hskImY1Op8Mbb7wBABg3bhyTEaqQi2nZSMnQQmUnR9t67lKHQ0QPAJtpiKhGKeovEhLgDnulopyticgaMBkhohqF84sQ2R4mI0RUYxgM4r/Oqw2YjBDZCiYjRFRjnEnOxK0cHTQqBVrWdZM6HCJ6QJiMEFGNUTSKpkOQB5QKfj0R2Qre7URUYxQ10XTm/CJENoVDe8ls7O3tsW3bNuNrorIU6A3Yd+kmACCUnVeJbAqTETIbhUKBbt26SR0GWYgTVzOQpS2Aq4MSTWu7SB0OET1AbKYhohph78U7tSL1a0Eul0kcDRE9SKwZIbPR6XRYsmQJAGDs2LFQKpUSR0Q1WdydJhoO6SWyPUxGyGzy8/MxYcIEAMCoUaOYjFCpCgzAocvpADjZGZEtYjMNEUkuIRPQFhjg5axGsJeT1OEQ0QPGZISIJHc2o/CrqFNwLchk7C9CZGuYjBCR5M7dLkxA2ERDZJuYjBCRpLK1BUjIKnzdiZOdEdkkJiNEJKlDiekwCBnqutnD30MjdThEJAEmI0Qkqbg784s8XJ9NNES2ikN7yWzUajX++OMP42uikuw1JiMeEkdCRFJhMkJmY2dnhz59+kgdBtVgt3N0OHktAwDwcJC7xNEQkVTYTENEktl76QaEAHwcBHxc+DBFIlvFmhEyG51Ohx9++AEAMGzYMM7ASsXEXbgBAGjoIiSOhIikxGSEzCY/Px+RkZEAgEGDBjEZoWL2XEgDADR0ZTJCZMvYTENEkkjN1OJsSuEEI6wZIbJtTEaISBJxFwubaJr4OsORlWZENo3JCBFJIu5OE02nYA7pJbJ1TEaISBJ77nRe5fwiRMRkhIgeuH9v5eDyjRwo5DK0q8f5RYhsHZMRInrgiob0tqrrCic1B/UR2Tp+C5DZqNVq/PTTT8bXREWKkhE+pZeIACYjZEZ2dnYYNGiQ1GFQDSOEMPYX6RTMh+MREZtpiOgBu5SWjeSMPKjs5GjL/iJEBNaMkBkVFBRg/fr1AICnn34adnb8caP/RtGEBLjDXqmATmeQOCIikhp/O5DZaLVaDB48GACQlZXFZIQA/DcFPJtoiKgIm2mI6IExGMR/nVcbMBkhokJMRojogTmTnIlbOTpoVAq0rOsmdThEVEMwGSGiB6aoiaZDkAeUCn79EFEhfhsQ0QNT1EQTWp9NNET0HyYjRPRAFOgN2HfpJgCgcwNOdkZE/2EyQkQPxLF/byNLWwA3jRJNa7tIHQ4R1SAca0lmo1KpsHz5cuNrsm1xd/qLhNavBblcJnE0RFSTMBkhs1EqlRg1apTUYVANsfs8p4AnopKxmYaIzC5Pp8ehxFsAgE7sL0JE92DNCJlNQUEBNm/eDACIiIjgDKw27NDlW8gvMMDXxR71PR2lDoeIahj+diCz0Wq1eOKJJwBwOnhbt/v8f1PAy2TsL0JEpthMQ0Rmt8c4BTybaIioOCYjRGRWGXk6HP83HQA7rxJRyZiMEJFZ7b94EwYBBHk6oo6bg9ThEFENxGSEiMxq94X/+osQEZWEyQgRmdUe4/wi7C9CRCWrUjKyaNEiBAYGwt7eHh07dsT+/fsrtN/q1ashk8nQr1+/qpyWiCxMaqYW8SmZAIBQ1owQUSkqPdZyzZo1iIqKwuLFi9GxY0csWLAAERERiI+Ph7e3d6n7JSQk4PXXX0fXrl3vK2CyHCqVCp9//rnxNdmeuIuFtSJNa7vAw5E/A0RUskrXjMyfPx9jxoxBZGQkmjZtisWLF0Oj0WDZsmWl7qPX6zFs2DDMnDkT9evXv6+AyXIolUqMHz8e48ePh1KplDockkAc+4sQUQVUKhnJz8/HoUOHEB4e/t8B5HKEh4cjLi6u1P3+7//+D97e3hg9enTVIyUii1P0PJrOnF+EiMpQqWaatLQ06PV6+Pj4mCz38fHBmTNnStxn165d+Oabb3D06NEKn0er1UKr1RrfZ2RkAAB0Oh10Ol1lQrYoRddmLdeo1+uxa9cuAECXLl2gUCgkjqh01lb2NcG/t3KReDMHdnIZWtd1LrVsWfbSYLlLx5bKvqLXaNb5uTMzMzF8+HAsXboUnp4V/8to9uzZmDlzZrHlW7ZsgUajqc4Qa6To6GipQ6gWeXl5eOaZZwAUdl62t7eXOKLyWUvZ1wR7r8sAKODvaMCOmC3lbs+ylwbLXTq2UPY5OTkV2q5SyYinpycUCgVSUlJMlqekpMDX17fY9hcuXEBCQgL69u1rXGYwGApPbGeH+Ph4BAcHF9tvypQpiIqKMr7PyMiAv78/evbsCRcXl8qEbFF0Oh2io6PRo0cPq+hjkZ2dbXwdEREBR8ea+4A0ayv7muDvtccBJKN3SDB6d29Q6nYse2mw3KVjS2Vf1LJRnkolIyqVCiEhIYiJiTEOzzUYDIiJicGECROKbd+4cWP8888/JsveeecdZGZmYuHChfD39y/xPGq1Gmq1uthypVJp9R8cYD3Xefc1WMo1WUqcNZ0QAnsv3QIAdGnoXaEyZdlLg+UuHVso+4peX6WbaaKiojBy5Ei0a9cOHTp0wIIFC5CdnY3IyEgAwIgRI+Dn54fZs2fD3t4ezZs3N9nfzc0NAIotJyLrcf56FlIztVDbydG2npvU4RBRDVfpZGTIkCFITU3F9OnTkZycjNatW2PTpk3GTq2JiYmQyzmxK5Et232+cEhv+0APqO1qbsdlIqoZqtSBdcKECSU2ywBAbGxsmfuuWLGiKqckIguy604ywiG9RFQRrMIgomql0xsQd6FwfpGuDZmMEFH5zDq0l2ybUqnE3Llzja/JNhxJTEd2vh61HFVoWtt6R78RUfVhMkJmo1KpMHnyZKnDoAds57lUAIVNNHK5TOJoiMgSsJmGiKrVznOF/UW6sImGiCqINSNkNnq9HocPHwYAtG3btkZPB0/V43aODsf/TQfA/iJEVHFMRshs8vLy0KFDBwBAVlZWjZ6BlarHngtpMAiggbcTars6SB0OEVkINtMQUbXZcaeJhrUiRFQZTEaIqFoIIYydV5mMEFFlMBkhompx+UYO/r2VC6VCho5BtaQOh4gsCJMRIqoWO+/Muto2wB2OanZHI6KKYzJCRNVi51k20RBR1TAZIaL7VmAyBbyXxNEQkaVhXSqZjVKpxIwZM4yvyXod+zcdmdoCuDoo0dzPVepwiMjCMBkhs1GpVHj33XelDoMeAOOsqw08oeAU8ERUSWymIaL7xingieh+sGaEzMZgMOD06dMAgCZNmkAuZ+5rjW7n6nD0SjqAwpoRIqLKYjJCZpObm4vmzZsD4HTw1mzXuTToDQLBXo7w99BIHQ4RWSD+qUpE9yU2/joAoFsjb4kjISJLxWSEiKpMCIHtd+YX6daIQ3qJqGqYjBBRlZ26loHrmVo4KBXoEOQhdThEZKGYjBBRlcXGF9aKdAquBbWdQuJoiMhSMRkhoirbficZ6daY/UWIqOqYjBBRldzO1eFQ4i0AQLeH2F+EiKqOQ3vJbJRKJV5//XXja7Iuu89zSC8RVQ8mI2Q2KpUK8+bNkzoMMhMO6SWi6sJmGiKqNCGEsfMqh/QS0f1izQiZjcFgQGJiIgAgICCA08FbEQ7pJaLqxGSEzCY3NxdBQUEAOB28teGQXiKqTvxTlYgqjUN6iag6MRkhokq5ncMhvURUvZiMEFGlxJ69Dr1B4CEfJw7pJaJqwWSEiCrl79OFQ3rDm/hIHAkRWQsmI0RUYTq9wTi/SHcmI0RUTZiMEFGFHbh0E5l5BfB0UqG1v5vU4RCRleDQXjIbOzs7jBs3zviaLF/06RQAwKONvKGQyySOhoisBX9DkNmo1WosWrRI6jComggh8PedZCS8KZtoiKj6sJmGiCrk3PUsXLmZC5WdHF0bekodDhFZEdaMkNkIIZCWlgYA8PT0hEzGan1LVlQr0jm4FjQqfnUQUfXhNwqZTU5ODry9C2fo5HTwlu/vU2yiISLzYDMNEZUrLUuLI1fSAQDdGzMZIaLqxWSEiMq19cx1CAG08HOFr6u91OEQkZVhMkJE5dpysrCJpnsTPhiPiKofkxEiKlOWtgA7zhU+pffx5r4SR0NE1ojJCBGVaduZ68gvMCDI0xGNfJylDoeIrBCTESIq06YTyQAKa0U4PJuIzIFDe8ls7OzsMHLkSONrsjx5Oj223XkwXi820RCRmfA3BJmNWq3GihUrpA6D7sP2s6nIydfDz80BLfxcpQ6HiKwUm2mIqFRFTTQRzdhEQ0Tmw5oRMhshBHJycgAAGo2Gv8wsTH6BwTgFfK8WbKIhIvNhzQiZTU5ODpycnODk5GRMSshy7L6Qhsy8Ang5qxES4C51OERkxZiMEFGJNv1T1ETjA7mctVpEZD5MRoiomAK9AdFFTTTNa0scDRFZOyYjRFTM7gs3cDM7Hx6OKnQM8pA6HCKyckxGiKiY345eBQD0buELOwW/JojIvPgtQ0Qm8nR6bDlZ2F/kyVZ+EkdDRLaAyQgRmYiNv45MbQFqu9qjXT2OoiEi86tSMrJo0SIEBgbC3t4eHTt2xP79+0vddunSpejatSvc3d3h7u6O8PDwMrcn66FQKDBw4EAMHDgQCoVC6nCogn47VthE07dVHY6iIaIHotLJyJo1axAVFYUZM2bg8OHDaNWqFSIiInD9+vUSt4+NjcXQoUOxbds2xMXFwd/fHz179kRSUtJ9B081m729PdauXYu1a9fC3t5e6nCoAjLzdIg5XXgvP9mqjsTREJGtqHQyMn/+fIwZMwaRkZFo2rQpFi9eDI1Gg2XLlpW4/Q8//IBx48ahdevWaNy4Mb7++msYDAbExMTcd/BEVL2iT6VAW2BAfU9HNKvjInU4RGQjKpWM5Ofn49ChQwgPD//vAHI5wsPDERcXV6Fj5OTkQKfTwcODwwWJapq7m2g4fT8RPSiVejZNWloa9Ho9fHx8TJb7+PjgzJkzFTrGm2++iTp16pgkNPfSarXQarXG9xkZGQAAnU4HnU5XmZAtStG1Wcs1Zmdnw929sAPkrVu34OjoKHFEpbO2sq+Km9n52HUuDQDQu5n3AysLlr00WO7SsaWyr+g1PtAH5c2ZMwerV69GbGxsmX0IZs+ejZkzZxZbvmXLFmg0GnOGWCNER0dLHUK1yMvLM77evHmzRfQbsZayr4od12QoMChQ11HgzIHtqNifF9XHlsteSix36dhC2Vf0uWSVSkY8PT2hUCiQkpJisjwlJQW+vmU/1fOjjz7CnDlz8Pfff6Nly5ZlbjtlyhRERUUZ32dkZBg7vrq4WG87tk6nQ3R0NHr06AGlUil1OPctOzvb+DoiIqLG14xYU9lXxZIv4wBkIrJbE/R+OOCBnZdlLw2Wu3RsqeyLWjbKU6lkRKVSISQkBDExMejXrx8AGDujTpgwodT95s6di1mzZmHz5s1o165duedRq9VQq9XFliuVSqv/4ADruc67r8FSrslS4qxuZ5IzcPJqJpQKGZ5u6y9JGdhq2UuN5S4dWyj7il5fpZtpoqKiMHLkSLRr1w4dOnTAggULkJ2djcjISADAiBEj4Ofnh9mzZwMAPvzwQ0yfPh2rVq1CYGAgkpMLZ3YserQ8EUnv50P/AgAea+wND0eVxNEQka2pdDIyZMgQpKamYvr06UhOTkbr1q2xadMmY6fWxMREyOX/DdL58ssvkZ+fj4EDB5ocZ8aMGXj33XfvL3oium86vQHrjxSOohkY4i9xNERki6rUgXXChAmlNsvExsaavE9ISKjKKYjoAdlxNhVpWVrUclShWyMvqcMhIhv0QEfTkG1RKBTo3bu38TXVTOvuNNH0a+MHJZ/QS0QSYDJCZmNvb48///xT6jCoDDez843Tvw8MqStxNERkq/hnEJEN+/nQv8jXG9DczwVNalvvsHkiqtmYjBDZKCEEVu1PBAAM61hP4miIyJYxGSGzyc7OhqOjIxwdHU0mQKOaIe7CDVxKy4aT2o5P6CUiSbHPCJlVRacCpgfvh32FtSL92tSBo5pfBUQkHdaMENmg1EwtNp8snIDw2Q5soiEiaTEZIbJBPx28ggKDQJsANzStw46rRCQtJiNENkZvEPiRHVeJqAZhMkJkY2JOp+DfW7lwdVDiiZa1pQ6HiIjJCJGt+WbXJQDAsx0DYK/kzLhEJD12oSezkcvlCAsLM74m6Z1Iuo19l27CTi7DiFA20RBRzcBkhMzGwcGh2IMTSVrLdhfWivRuURu1XR0kjoaIqBD/XCWyEdcz8vD7sasAgNFdgiSOhojoP0xGiGzEd3svQ6cXaFfPHa383aQOh4jIiMkImU12dja8vLzg5eXF6eAllqUtwLdxlwGwVoSIah72GSGzSktLkzoEAvDD3su4natDfS9H9GzmK3U4REQmWDNCZOXydHos3VnYcfWlsGAo5DKJIyIiMsVkhMjK/XTwCtKytPBzc0C/Nn5Sh0NEVAyTESIrptMb8NX2iwCA/4XVh1LBW56Iah5+MxFZsfWHk5CUngtPJzUGt/OXOhwiohIxGSGyUtoCPRbGnAMAjH0kiFO/E1GNxdE0ZDZyuRzt2rUzvqYH64e9iUhKz4Wviz1GhAZKHQ4RUamYjJDZODg44MCBA1KHYZOytAVYtO08AOCV7g1ZK0JENRr/XCWyQst3XcKN7HwE1tJgULu6UodDRFQmJiNEVuZmdj6W7CgcQfNqj4c4goaIajx+S5HZ5OTkIDAwEIGBgcjJyZE6HJsxPzoemdoCNK3tgr4t60gdDhFRudhnhMxGCIHLly8bX5P5nbqagVX7EgEA0/s2hZyzrRKRBWDNCJGVEELg//44CYMA+rSojYfr15I6JCKiCmEyQmQl/jqRjL0Xb0JtJ8eU3o2lDoeIqMKYjBBZgcw8Hf7v91MAgP89Uh913TUSR0REVHFMRoiswNxN8UjOyENgLQ3GPdpA6nCIiCqFyQiRhTt0+Sa+31fYUfiD/i04wRkRWRyOpiGzkclkaNq0qfE1Vb88nR5v/fwPhAAGt6uLTsGeUodERFRpTEbIbDQaDU6ePCl1GFZt3uZ4nLueBU8nNab2biJ1OEREVcJmGiILtfNcKr7ZdQkAMHdgC7hpVBJHRERUNUxGiCzQrex8vL72GADguYcD8FhjH4kjIiKqOiYjZDY5OTlo1qwZmjVrxungq5HBIPDa2mNIydAi2MsRb/duKnVIRET3hX1GyGyEEDh16pTxNVWPT7eew9Yz16Gyk2PhM23goOLoGSKybKwZIbIgW8+kYGHMOQDAB0+3QHM/V4kjIiK6f0xGiCzEuZRMTFx9FEIU9hMZGFJX6pCIiKoFkxEiC5CSkYdRyw8gM68A7eq5Y/oTzaQOiYio2jAZIarhsrQFiFx+AEnpuajv6YilI9pBZcdbl4isB7/RiGqwbG0Bnl9xAKeuZcDTSYWVz3eAuyPnEyEi68LRNGQ2MpkM9erVM76mysnJL0DkigPYf+kmnNV2WD6qA/w9+DReIrI+TEbIbDQaDRISEqQOwyJl5OnwwsqDxkTk29Ed0KIuR84QkXViMkJUw1y7nYvI5QdwJjkTTmo7rBzdAW0C3KUOi4jIbJiMENUgp65mYPTKA7h2Ow9ezmosH9Wec4kQkdVjMkJmk5ubi0ceeQQAsGPHDjg4OEgcUc32y+F/MXX9P8jTGRDs5YgVkewjQkS2gckImY3BYMDBgweNr6lkOfkFeP/P01i1LxEAEPaQFxY+05pP4SUim8FkhEhC+y/dxOtrjyHxZg5kMuCVxxpiYveGkMs5+oiIbAeTESIJ3MzOx/zoePywLxFCAHVc7TF3YCt0aegpdWhERA8ckxGiB0hboMeqfYn4JPosMvIKAABD2vnj7SeawMVeKXF0RETSYDJC9ADk6fRYvT8RX+24iGu38wAAjX2dMaNvM4QG15I4OiIiaTEZITKjKzdzsPpAItYcuIK0rHwAgI+LGi8/1hBDOwRAwb4hRERMRsi8PD1trw9Eek4+tpxKwR/Hr2HnuVQIUbjcz80BL3ULxsCQurBXKqQNkoioBmEyQmbj6OiI1NRUqcMwO4NB4HRyBvacv4Ed51IRd+EGCgzCuL5LA08M6xiA8KY+UCr4bEoiontVKRlZtGgR5s2bh+TkZLRq1QqfffYZOnToUOr2a9euxbRp05CQkICGDRviww8/RO/evascNJGUrmfm4UTSbZxIysA/SbdxMOEmbuXoTLZp7OuM3i1q48lWdRDo6ShRpERElqHSyciaNWsQFRWFxYsXo2PHjliwYAEiIiIQHx8Pb2/vYtvv2bMHQ4cOxezZs/HEE09g1apV6NevHw4fPozmzZtXy0UQVRchBG5l5yM1S4vUTC1SMvKQeDMHCWnZSLiRg8s3soslHgDgqFKgY/1a6BRcC4819kZ9LycJoiciskyVTkbmz5+PMWPGIDIyEgCwePFi/Pnnn1i2bBneeuutYtsvXLgQjz/+OCZPngwAeO+99xAdHY3PP/8cixcvvs/w78/1zDzkF/w3M6gQZWxcwnoBUer6ew8l7tm5+HqgoKAAKbnAhdRs2Nkpiq0vb/+KxlaV7e9Vkf3z8nIxfsQgAMDn366Fvb3DXevLL497z1DWer1BQKcX0OkNyNcbCv9fcOf/egHdndd5OgOy8wuQmVeALG0BsvJ0yNIWIDNXh+RbCry+/2/o9GVfvEwGBHs5oYWfK5r7uaK1vyta1nVjEwwRURVVKhnJz8/HoUOHMGXKFOMyuVyO8PBwxMXFlbhPXFwcoqKiTJZFRERgw4YNpZ5Hq9VCq9Ua32dkZAAAdDoddLrif5VW1f++PYgjV25X2/Gqhx0+OLpb6iCqhSE/D1f2Fl7L4C/3QK6ylzii8shQlPS4OSjh6aSCl7Madd0dUM9Dg3q1NHf+7wCN6p5bx6CHzqB/8CFbgaJ7ujrvbSofy106tlT2Fb3GSiUjaWlp0Ov18PHxMVnu4+ODM2fOlLhPcnJyidsnJyeXep7Zs2dj5syZxZZv2bIFGk31PTgs87YcynuGVpY30LLYelnZ6ysycLOyxzR3TCWur0JMeghcufPeXS2gUJVe43C/MckBKOSAnQxQyAA7OWAnE1DI77yXFa5XygB7BWBvJ6BW3Hl955+DQsBFBTgrATt5AYDc/06QBRiygEuXgUvlxEpVEx0dLXUINonlLh1bKPucnJwKbVcjR9NMmTLFpDYlIyMD/v7+6NmzJ1xcXKrtPDWtD61Op0N0dDR69OgBpdLyZ+PMzs6G+4eFr7e/GQ5Hx5rbkdPayt6SsOylwXKXji2VfVHLRnkqlYx4enpCoVAgJSXFZHlKSgp8fX1L3MfX17dS2wOAWq2GWq0utlypVFr9BwdYz3XefQ2Wck2WEqc1YtlLg+UuHVso+4peX6V63KlUKoSEhCAmJsa4zGAwICYmBqGhoSXuExoaarI9UFg1Vdr2REREZFsq3UwTFRWFkSNHol27dujQoQMWLFiA7Oxs4+iaESNGwM/PD7NnzwYATJw4EWFhYfj444/Rp08frF69GgcPHsSSJUuq90qIiIjIIlU6GRkyZAhSU1Mxffp0JCcno3Xr1ti0aZOxk2piYiLk8v8qXDp16oRVq1bhnXfewdSpU9GwYUNs2LCBc4zYiOrscExERNapSh1YJ0yYgAkTJpS4LjY2ttiyQYMGYdCgQVU5FVkwR0dHZGdnSx0GERHVcJyliYiIiCTFZISIiIgkxWSEzCYvLw99+vRBnz59kJeXJ3U4RERUQ9XISc/IOuj1emzcuNH4moiIqCSsGSEiIiJJMRkhIiIiSTEZISIiIkkxGSEiIiJJMRkhIiIiSVnEaBohBICKP4rYUul0OuTk5CAjI8MqnuR49+yrGRkZNXpEjbWVvSVh2UuD5S4dWyr7ot/bRb/HS2MRyUhmZiYAwN/fX+JIqKrq1KkjdQhERCSRzMxMuLq6lrpeJspLV2oAg8GAq1evwtnZGTKZTOpwzCYjIwP+/v64cuUKXFxcpA7HprDspcOylwbLXTq2VPZCCGRmZqJOnTomD9G9l0XUjMjlctStW1fqMB4YFxcXq/8BralY9tJh2UuD5S4dWyn7smpEirADKxEREUmKyQgRERFJislIDaJWqzFjxgyo1WqpQ7E5LHvpsOylwXKXDsu+OIvowEpERETWizUjREREJCkmI0RERCQpJiNEREQkKSYjREREJCkmIzVAQkICRo8ejaCgIDg4OCA4OBgzZsxAfn6+yXbHjx9H165dYW9vD39/f8ydO1eiiK3LrFmz0KlTJ2g0Gri5uZW4TWJiIvr06QONRgNvb29MnjwZBQUFDzZQK7Ro0SIEBgbC3t4eHTt2xP79+6UOyers2LEDffv2RZ06dSCTybBhwwaT9UIITJ8+HbVr14aDgwPCw8Nx7tw5aYK1IrNnz0b79u3h7OwMb29v9OvXD/Hx8Sbb5OXlYfz48ahVqxacnJwwYMAApKSkSBSxtJiM1ABnzpyBwWDAV199hZMnT+KTTz7B4sWLMXXqVOM2GRkZ6NmzJ+rVq4dDhw5h3rx5ePfdd7FkyRIJI7cO+fn5GDRoEF566aUS1+v1evTp0wf5+fnYs2cPVq5ciRUrVmD69OkPOFLrsmbNGkRFRWHGjBk4fPgwWrVqhYiICFy/fl3q0KxKdnY2WrVqhUWLFpW4fu7cufj000+xePFi7Nu3D46OjoiIiEBeXt4DjtS6bN++HePHj8fevXsRHR0NnU6Hnj17mjxA9NVXX8Xvv/+OtWvXYvv27bh69Sr69+8vYdQSElQjzZ07VwQFBRnff/HFF8Ld3V1otVrjsjfffFM0atRIivCs0vLly4Wrq2ux5Rs3bhRyuVwkJycbl3355ZfCxcXF5POgyunQoYMYP3688b1erxd16tQRs2fPljAq6wZArF+/3vjeYDAIX19fMW/ePOOy9PR0oVarxY8//ihBhNbr+vXrAoDYvn27EKKwnJVKpVi7dq1xm9OnTwsAIi4uTqowJcOakRrq9u3b8PDwML6Pi4vDI488ApVKZVwWERGB+Ph43Lp1S4oQbUZcXBxatGgBHx8f47KIiAhkZGTg5MmTEkZmufLz83Ho0CGEh4cbl8nlcoSHhyMuLk7CyGzLpUuXkJycbPI5uLq6omPHjvwcqtnt27cBwPi9fujQIeh0OpOyb9y4MQICAmyy7JmM1EDnz5/HZ599hv/973/GZcnJySa/DAEY3ycnJz/Q+GwNy776paWlQa/Xl1iuLNMHp6is+TmYl8FgwKRJk9C5c2c0b94cQGHZq1SqYv3UbLXsmYyY0VtvvQWZTFbmvzNnzpjsk5SUhMcffxyDBg3CmDFjJIrc8lWl7ImIzGH8+PE4ceIEVq9eLXUoNZad1AFYs9deew2jRo0qc5v69esbX1+9ehWPPvooOnXqVKxjqq+vb7Fe1kXvfX19qydgK1LZsi+Lr69vsVEeLPv74+npCYVCUeLPNMv0wSkq65SUFNSuXdu4PCUlBa1bt5YoKusyYcIE/PHHH9ixYwfq1q1rXO7r64v8/Hykp6eb1I7Y6j3AZMSMvLy84OXlVaFtk5KS8OijjyIkJATLly+HXG5aaRUaGoq3334bOp0OSqUSABAdHY1GjRrB3d292mO3dJUp+/KEhoZi1qxZuH79Ory9vQEUlr2LiwuaNm1aLeewNSqVCiEhIYiJiUG/fv0AFFZlx8TEYMKECdIGZ0OCgoLg6+uLmJgYY/KRkZGBffv2lTq6jCpGCIGXX34Z69evR2xsLIKCgkzWh4SEQKlUIiYmBgMGDAAAxMfHIzExEaGhoVKELC2pe9CSEP/++69o0KCB6N69u/j333/FtWvXjP+KpKenCx8fHzF8+HBx4sQJsXr1aqHRaMRXX30lYeTW4fLly+LIkSNi5syZwsnJSRw5ckQcOXJEZGZmCiGEKCgoEM2bNxc9e/YUR48eFZs2bRJeXl5iypQpEkdu2VavXi3UarVYsWKFOHXqlBg7dqxwc3MzGbVE9y8zM9P4Mw1AzJ8/Xxw5ckRcvnxZCCHEnDlzhJubm/j111/F8ePHxVNPPSWCgoJEbm6uxJFbtpdeekm4urqK2NhYk+/0nJwc4zYvvviiCAgIEFu3bhUHDx4UoaGhIjQ0VMKopcNkpAZYvny5AFDiv7sdO3ZMdOnSRajVauHn5yfmzJkjUcTWZeTIkSWW/bZt24zbJCQkiF69egkHBwfh6ekpXnvtNaHT6aQL2kp89tlnIiAgQKhUKtGhQwexd+9eqUOyOtu2bSvx53vkyJFCiMLhvdOmTRM+Pj5CrVaL7t27i/j4eGmDtgKlfacvX77cuE1ubq4YN26ccHd3FxqNRjz99NMmf4TaEpkQQjzAihgiIiIiExxNQ0RERJJiMkJERESSYjJCREREkmIyQkRERJJiMkJERESSYjJCREREkmIyQkRERJJiMkJERESSYjJCRJXWrVs3TJo06YGca9q0aRg7duwDOdczzzyDjz/++IGci4j+w2SEyIb07dsXjz/+eInrdu7cCZlMhuPHjz/gqEqXnJyMhQsX4u23367yMQ4dOgSZTIa9e/eWuL579+7o378/AOCdd97BrFmzcPv27Sqfj4gqj8kIkQ0ZPXo0oqOj8e+//xZbt3z5crRr1w4tW7aUILKSff311+jUqRPq1atX5WOEhISgVatWWLZsWbF1CQkJ2LZtG0aPHg0AaN68OYKDg/H9999X+XxEVHlMRohsyBNPPAEvLy+sWLHCZHlWVhbWrl2L0aNH48aNGxg6dCj8/Pyg0WjQokUL/Pjjj2UeVyaTYcOGDSbL3NzcTM5z5coVDB48GG5ubvDw8MBTTz2FhISEMo+7evVq9O3b12RZt27d8PLLL2PSpElwd3eHj48Pli5diuzsbERGRsLZ2RkNGjTAX3/9Zdxn9OjRWLNmDXJyckyOtWLFCtSuXduktqhv375YvXp1mXERUfViMkJkQ+zs7DBixAisWLECdz8jc+3atdDr9Rg6dCjy8vIQEhKCP//8EydOnMDYsWMxfPhw7N+/v8rn1el0iIiIgLOzM3bu3Indu3fDyckJjz/+OPLz80vc5+bNmzh16hTatWtXbN3KlSvh6emJ/fv34+WXX8ZLL72EQYMGoVOnTjh8+DB69uyJ4cOHG5OPYcOGQavVYt26dcZjCCGwcuVKjBo1CgqFwri8Q4cO2L9/P7RabZWvl4gqSdqHBhPRg3b69GkBQGzbts24rGvXruK5554rdZ8+ffqI1157zfg+LCxMTJw40fgegFi/fr3JPq6ursbHpX/33XeiUaNGwmAwGNdrtVrh4OAgNm/eXOI5jxw5IgCIxMREk+VhYWGiS5cuxvcFBQXC0dFRDB8+3Ljs2rVrAoCIi4szLnvmmWdEWFiY8X1MTIwAIM6dO2dy/GPHjgkAIiEhoeTCIKJqx5oRIhvTuHFjdOrUydiH4vz589i5c6ex34Rer8d7772HFi1awMPDA05OTti8eTMSExOrfM5jx47h/PnzcHZ2hpOTE5ycnODh4YG8vDxcuHChxH1yc3MBAPb29sXW3d2vRaFQoFatWmjRooVxmY+PDwDg+vXrxmXPP/88duzYYTzfsmXLEBYWhgYNGpgc28HBAQCKNekQkfkwGSGyQaNHj8bPP/+MzMxMLF++HMHBwQgLCwMAzJs3DwsXLsSbb76Jbdu24ejRo4iIiCi1OQUo7DMi7mr2AQqbZopkZWUhJCQER48eNfl39uxZPPvssyUe09PTEwBw69atYuuUSmWx89+9TCaTAQAMBoNxWffu3REQEIAVK1YgIyMDv/zyizEBu9vNmzcBAF5eXqVeLxFVLzupAyCiB2/w4MGYOHEiVq1ahW+//RYvvfSS8Rf47t278dRTT+G5554DUPgL/ezZs2jatGmpx/Py8sK1a9eM78+dO2dSs9C2bVusWbMG3t7ecHFxqVCMwcHBcHFxwalTp/DQQw9V5TJNyOVyREZG4ptvvoGfnx9UKhUGDhxYbLsTJ06gbt26xmSIiMyPNSNENsjJyQlDhgzBlClTcO3aNYwaNcq4rmHDhoiOjsaePXtw+vRp/O9//0NKSkqZx3vsscfw+eef48iRIzh48CBefPFFk5qKYcOGwdPTE0899RR27tyJS5cuITY2Fq+88kqJw4yBwuQhPDwcu3btqpZrBoDIyEgkJSVh6tSpGDp0qLFJ5m47d+5Ez549q+2cRFQ+JiNENmr06NG4desWIiIiUKdOHePyd955B23btkVERAS6desGX19f9OvXr8xjffzxx/D390fXrl3x7LPP4vXXX4dGozGu12g02LFjBwICAtC/f380adIEo0ePRl5eXpk1JS+88AJWr15t0txyPwICAhAeHo5bt27h+eefL7Y+Ly8PGzZswJgxY6rlfERUMTJxb0MvEVENIYRAx44d8eqrr2Lo0KFmP9+XX36J9evXY8uWLWY/FxH9hzUjRFRjyWQyLFmyBAUFBQ/kfEqlEp999tkDORcR/Yc1I0RERCQp1owQERGRpJiMEBERkaSYjBAREZGkmIwQERGRpJiMEBERkaSYjBAREZGkmIwQERGRpJiMEBERkaSYjBAREZGk/h/p5zO0HB/gRAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cdf(theCOM_s32p_pkg2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6d77828-302d-49ea-9af9-697af867148f",
   "metadata": {},
   "source": [
    "#### Pulse Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ee33d467-79de-4c05-ac30-a50a551ec52e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:11.582188Z",
     "iopub.status.busy": "2024-04-30T11:17:11.582109Z",
     "iopub.status.idle": "2024-04-30T11:17:11.671414Z",
     "shell.execute_reply": "2024-04-30T11:17:11.671075Z",
     "shell.execute_reply.started": "2024-04-30T11:17:11.582180Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using these optimizer selected linear EQ values:\n",
      "\tgDC:\t\t-12 dB\n",
      "\tgDC2:\t\t  0 dB\n",
      "\tTx tap weights:  0.000  0.000 -0.180  0.000  0.000  0.000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pulse_resps(theCOM_s32p_pkg2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76003f4c-d9ce-416d-8f10-64cd5a7d0627",
   "metadata": {},
   "source": [
    "#### Frequency Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8ba98fc8-0bd7-4e7f-a4e6-d9618c4ea8bc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:11.671884Z",
     "iopub.status.busy": "2024-04-30T11:17:11.671801Z",
     "iopub.status.idle": "2024-04-30T11:17:11.853177Z",
     "shell.execute_reply": "2024-04-30T11:17:11.852859Z",
     "shell.execute_reply.started": "2024-04-30T11:17:11.671876Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq_resps(theCOM_s32p_pkg2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0103e2c-0758-45de-97dc-c9f4dfbbeb94",
   "metadata": {},
   "source": [
    "## Example 2 - 6 x s4p Channel Files, as per VITA 68.2\n",
    "\n",
    "Here, we're testing the same channel as above in _Example_1_, but using 6 s4p files, instead of a single s32p file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "af8c136f-4c3e-4f13-9f37-a021fd808e59",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:11.853679Z",
     "iopub.status.busy": "2024-04-30T11:17:11.853599Z",
     "iopub.status.idle": "2024-04-30T11:17:11.856260Z",
     "shell.execute_reply": "2024-04-30T11:17:11.855966Z",
     "shell.execute_reply.started": "2024-04-30T11:17:11.853670Z"
    }
   },
   "outputs": [],
   "source": [
    "chnl_files = [\n",
    "    \"chnl_data/example2_THRU.s4p\",\n",
    "    \"chnl_data/example2_FEXT1.s4p\",\n",
    "    \"chnl_data/example2_FEXT2.s4p\",\n",
    "    \"chnl_data/example2_NEXT1.s4p\",\n",
    "    \"chnl_data/example2_NEXT2.s4p\",\n",
    "    \"chnl_data/example2_NEXT3.s4p\",\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ed8fa15-f62e-4f63-8555-20324a7091ec",
   "metadata": {},
   "source": [
    "### Package Case 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "99b659f7-fd34-4371-bb50-e605788b70b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:11.856637Z",
     "iopub.status.busy": "2024-04-30T11:17:11.856568Z",
     "iopub.status.idle": "2024-04-30T11:17:41.093266Z",
     "shell.execute_reply": "2024-04-30T11:17:41.092976Z",
     "shell.execute_reply.started": "2024-04-30T11:17:11.856630Z"
    }
   },
   "outputs": [],
   "source": [
    "theCOM_6xs4p_pkg1 = COM.init(params, chnl_files, 3, zp_sel=1, num_ui=500, gui=False)\n",
    "com = theCOM_6xs4p_pkg1()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "586a428f-39d4-4b13-84f9-f600ca0d3fdf",
   "metadata": {},
   "source": [
    "#### Tabulated Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "989f3c9d-eddc-4419-89cf-df8f30cba79b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:41.093822Z",
     "iopub.status.busy": "2024-04-30T11:17:41.093749Z",
     "iopub.status.idle": "2024-04-30T11:17:41.095536Z",
     "shell.execute_reply": "2024-04-30T11:17:41.095261Z",
     "shell.execute_reply.started": "2024-04-30T11:17:41.093816Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\t\tBob's Value\tMy Value\tError\n",
      "=====================================================\n",
      "com:\t\t       4.30\t    4.93\t  15%\n",
      "fom:\t\t      16.90\t   16.82\t  -0%\n",
      "As:\t\t      30.30\t   29.26\t  -3%\n",
      "Ani:\t\t      18.50\t   16.59\t -10%\n",
      "vic_pulse_pk:\t      82.60\t   79.00\t  -4%\n",
      "gDC:\t\t     -12.00\t  -11.00\t  -8%\n",
      "tx_taps:\t\n",
      "\t1:\t      -0.16\t   -0.16\t  -0%\n",
      "\t2:\t       0.00\t    0.00\t 100%\n",
      "dfe_taps:\t\n",
      "\t1:\t       0.58\t    0.63\t   9%\n",
      "\t2:\t       0.03\t    0.08\t 139%\n",
      "\t3:\t       0.00\t    0.03\t 100%\n",
      "\t4:\t      -0.07\t   -0.05\t -33%\n",
      "sigma_ISI:\t       1.80\t    1.90\t   6%\n",
      "sigma_XT:\t       3.30\t    3.09\t  -6%\n",
      "sigma_G:\t       1.60\t    1.52\t  -5%\n",
      "sigma_Tx:\t       1.40\t    1.31\t  -7%\n",
      "sigma_J:\t       0.40\t    1.56\t 289%\n",
      "sigma_N:\t       0.71\t    0.71\t   1%\n"
     ]
    }
   ],
   "source": [
    "print_results(theCOM_6xs4p_pkg1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd05a100-c35e-4407-bf1d-7854017149ff",
   "metadata": {},
   "source": [
    "#### NIC CDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "10038643-df4d-4f3c-b00e-8716dcb15ced",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:41.095918Z",
     "iopub.status.busy": "2024-04-30T11:17:41.095848Z",
     "iopub.status.idle": "2024-04-30T11:17:41.152593Z",
     "shell.execute_reply": "2024-04-30T11:17:41.152300Z",
     "shell.execute_reply.started": "2024-04-30T11:17:41.095910Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Gkb3++usAgF9//bXY/Xt4eOCvv/7Cn3/+WeTjQgj88MMPGDhwIIQQSE1Nlf5FRETg7t27RTY9Pmj06NGIj4/HuXPn4OPjg/DwcCQkJEiPx8bGQqFQIDo6usT9FCc8PBzBwcHS/bZt28Ld3R1Xrlwpddsff/wRJpMJw4cPN3tu/v7+aNKkCXbt2mW2vkajQWRkZJniqox9b9y4ES1atEDz5s3N9lEwmPPhfZSWC5PJhC1btmDgwIHo1KlToZgLulQ2btyIHj16wNPT0+y44eHhMBqN+OOPP4p93gXNspb8miqNq6srMjMzCy1fvnw5oqKizP6VZv78+Vi7di06dOiAHTt24J133kFISAg6duyIs2fPFlo/MjLSbFByjx49AEDK6aFDh3Dr1i1MmjQJTk5O0noDBgxA8+bNzT5/PXr0wJ49ewDkN+UfP34cEyZMgLe3t7R8z5498PDwKNOZYxMmTDDrBuvRoweMRiOuXbsGAIiOjkZeXh4mTZpktt0rr7xS6r7LytXVFQAKvT4TJkwo9NpERUWhZcuWZusVfC/4+PigefPmWLJkCZ566imzrs7KjPWFF16Q7qvVanTp0qXI74oxY8bA2dlZun/s2DFcvHgRzz33HG7fvi19JnQ6HXr37o0//vhD6sL08PDAwYMHcePGjQrHs3XrVvj7+2PkyJHSMkdHR7z66qu4d+8edu/eXeS+jUYjduzYgUGDBqFBgwbS8hYtWiAiIqLEuIDyf44fzltZPx/Ozs5Qq9WIiYnBnTt3itx3QQvKL7/8AoPBYFFcQH6L1YN69OiB27dvS8+1oEu7sj8vVt9NU+Ddd9/Ff//7XyxatAjLli0r9Pi1a9egVCrNRpYDgL+/Pzw8PKQvpqK89dZb+O2339ClSxc0btwYffv2xXPPPSf1qaekpCA9PR0rV67EypUri9xHSf26Bw4cwObNm7FhwwYEBQVh+/bt6NatG8LDw7Fnzx74+fnh1KlTcHBwQEhISFnSUciDH7QCnp6exb6hH3Tx4kUIIdCkSZMiH3+4n7RevXplPlumMvZ98eJFnD17VupSetjDuS8tFykpKcjIyCj1D93Fixdx4sSJMh/3QQVN9UUVD+V17969Ir8Uu3TpUmRRVZqRI0di5MiRyMjIwMGDB7F69WqsXbsWAwcOxKlTp8y+NB/OqaenJwBIOS34fDVr1qzQcZo3b27WBdOjRw+sWLECly5dwuXLl6FQKBAaGioVKePHj8eePXvQvXv3Mp09U9bYHv5u8PLyktatqHv37gEo/EerSZMmCA8PL3X7wMBAfPXVVzCZTLh8+TIWLFiAlJQUs9egstSvX7/QGCZPT0+zcTwFHj5L6+LFiwDy/9gW5+7du/D09MTixYsxZswYBAQEICQkBE888QRGjx6NRo0aWRzPtWvX0KRJk0LvhxYtWkiPFyUlJQXZ2dlFfv80a9ZM+hFbnPJ+jh/OW1k/HxqNBu+//z5ef/11+Pn54ZFHHsGTTz6J0aNHw9/fHwAQFhaGIUOGYP78+fj444/Rs2dPDBo0CM8991yZxiCW9Hlxd3eX/pY+/Bwe/vxYymaKkUaNGuGFF17AypUrS5xDoTyT2LRo0QLnz5/HL7/8gu3bt+OHH37A559/jjlz5mD+/PlSpf/CCy8U+yEs6P8uyv79+wEAjzzyCID8P7g7duzAo48+ij59+iAmJgYrV67EE088Ue7+4eLGJYiHBswWxWQyQaFQYNu2bUXup+BXX4EHK/7q2LfJZEKbNm3w0UcfFXmMgIAAs/sVycXDx+3Tpw/efPPNIh9v2rRpsds2b94cQH5/9aBBgyw6blEMBgMuXLhQJXPruLu7o0+fPujTpw8cHR2xZs0aHDx4EGFhYdI6lZVTAHj00UcBAH/88QeuXLmCjh07wsXFBT169MAnn3yCe/fu4ejRo2UeEFqZsZXXqVOnoFKpCn2Bl5WLi4tZ0dK9e3d07NgRb7/9Nj755JPKChOAZfl6+PNY8F24ZMmSYic1LPhMDx8+HD169MDmzZuxc+dOLFmyBO+//z5+/PFHs7EpNeH1K86Dn2NLWPId+bBp06Zh4MCB2LJlC3bs2IHZs2dj4cKF+P3339GhQwdpEsIDBw7g559/xo4dO/Diiy/iww8/xIEDBwp9pz5MrnzbTDEC5LeOfPvtt2YDbQo0bNgQJpMJFy9elKplIH/gaXp6Oho2bFjivl1cXDBixAiMGDECer0egwcPxoIFCzBr1iz4+PjAzc0NRqOxTL9yHlZQIF2/fl36w1nQNNe7d2+EhIQgISHBohHe5VFcoRYcHAwhBIKCgkr8A1selbHv4OBgHD9+HL17966UGRN9fHzg7u6OU6dOlXrce/fules1f/TRR+Hp6Ynvv/8eb7/9doUHsW7atAnZ2dllalquiE6dOmHNmjXFdocWp+Dzdf78+UJzoZw/f97s89egQQM0aNAAe/bswZUrV6Qun8ceewzTp0/Hxo0bYTQa8dhjj1Xw2ZjHdunSJbNi4fbt22VqOSxNQkICdu/ejdDQ0Errlmvbti1eeOEFfPnll3jjjTeKbO2TQ0H3p7u7e5k+F3Xq1MGkSZMwadIk3Lp1Cx07dsSCBQsKDZQtTcOGDXHixAmYTCaz1pFz585JjxfFx8cHzs7OUovOg86fP1/qcZs2bYpmzZrhp59+wrJly0r9Q19S/AXHLO3zAeTn+fXXX8frr7+Oixcvon379vjwww/x7bffSus88sgjeOSRR7BgwQKsXbsWzz//PNatW4eXXnqpXDE+GKvJZMLVq1fNWpSKOnvOEjYxZqRAcHCw9AFNSkoye6xgYqGHz3Ao+DVd0kjg27dvm91Xq9Vo2bIlhBAwGAxQqVQYMmQIfvjhhyL/gBU1O+aDevfuDSB/cqq8vDxpedeuXfHuu+8iPj4eTZo0qfIZZV1cXACg0AysgwcPhkqlwvz58wtVx0KIQvmxRGXse/jw4UhMTMRXX31V6LHs7GzodDqLYlIqlRg0aBB+/vlnHDp0qNDjBXEOHz4csbGx2LFjR6F10tPTzV7Lh2m1Wrz11ls4e/Ys3nrrrSJ/dXz77beIi4srNd7jx49j2rRp8PT0xOTJk0tdvzRZWVmIjY0t8rFt27YBKLo5uSSdOnWCr68vVqxYYXa69bZt23D27NlCn78ePXrg999/R1xcnFSMtG/fHm5ubli0aBGcnZ3L3WX5sN69e8PBwQFffPGF2fLKOE06LS0NI0eOhNFoxDvvvFPh/T3ozTffhMFgKLZFUA4hISEIDg7GBx98IHVNPajgu9BoNOLu3btmj/n6+qJu3bqFTscviyeeeAJJSUlmZ0jl5eXh008/haurq1kr3oNUKhUiIiKwZcsWszF6Z8+eLfJzXZT58+fj9u3beOmll4r8zO/cuRO//PJLifso6+cjKyur0BlewcHBcHNzk7a7c+dOoe+Tglaq8uT2YQU/eD7//HOz5RWdeNSmWkYA4J133sF///tfnD9/Hq1atZKWt2vXDmPGjMHKlSuRnp6OsLAwxMXFYc2aNRg0aBB69epV7D779u0Lf39/dO/eHX5+fjh79iw+++wzDBgwQPqls2jRIuzatQtdu3bF+PHj0bJlS6SlpeHIkSP47bffkJaWVuz+27Zti1dffRWffPIJOnfujJEjR8LDwwN79uzBunXr0KNHD+zduxfjx48v83nz5VHw5f7OO+/g2WefhaOjIwYOHIjg4GD885//xKxZsxAfH49BgwbBzc0NV69exebNmzFhwgS88cYb5TpmZex71KhR2LBhAyZOnIhdu3ahe/fuMBqNOHfuHDZs2IAdO3ZYPGbiX//6F3bu3ImwsDDpdOGbN29i48aN2Lt3Lzw8PDBjxgz873//w5NPPomxY8ciJCQEOp0OJ0+exKZNmxAfH1/iKbQzZszA6dOn8eGHH2LXrl0YOnQo/P39kZSUhC1btiAuLk7qwiuwZ88e5OTkwGg04vbt29i3bx/+97//oVatWti8ebPUb1wRWVlZ6NatGx555BH069cPAQEBSE9Px5YtW7Bnzx4MGjTI4lPPHR0d8f777yMyMhJhYWEYOXKkdOpiYGAgXnvtNbP1e/Toge+++w4KhULqtlGpVOjWrRt27NiBnj17Vtosvn5+fpg6dSo+/PBDPPXUU+jXrx+OHz+Obdu2wdvbu8ytbRcuXMC3334LIQQyMjJw/PhxbNy4Effu3cNHH31U5Ky1R44cMfs1WyA4OBihoaElHq9ly5Z44okn8PXXX2P27NnSaelyUiqV+Prrr9G/f3+0atUKkZGRqFevHhITE7Fr1y64u7vj559/RmZmJurXr4+hQ4eiXbt2cHV1xW+//YY///wTH374ocXHnTBhAr788kuMHTsWhw8fRmBgIDZt2oR9+/Zh6dKlJbZIzZ8/H9u3b0ePHj0wadIkqYhp1apVkeNkHjZixAicPHkSCxYswNGjRzFy5EhpBtbt27cjOjq60JxUDyvr5+PChQvo3bs3hg8fjpYtW8LBwQGbN29GcnIynn32WQCQZv195plnEBwcjMzMTHz11Vdwd3cvcrZfS4WEhGDIkCFYunQpbt++LZ3ae+HCBQDlGwoBwDZO7X3YmDFjBIBCp7gaDAYxf/58ERQUJBwdHUVAQICYNWtWoVlOHz6198svvxSPPfaYqF27ttBoNCI4OFjMmDFD3L1712y75ORkMXnyZBEQECAcHR2Fv7+/6N27t1i5cmWZntO///1vERISIpycnISrq6vo0aOHWLdunRBCiLffflsAEPPnzy9xH8Wd2lvUKXQPnwopRP7pqvXq1RNKpbLQab4//PCDePTRR4WLi4twcXERzZs3F5MnTxbnz58v8fgFijq1t7L2rdfrxfvvvy9atWolNBqN8PT0FCEhIWL+/Plmr5Mlubh27ZoYPXq08PHxERqNRjRq1EhMnjzZ7BTWzMxMMWvWLNG4cWOhVquFt7e36Natm/jggw+KnI2xKJs2bRJ9+/YVXl5ewsHBQdSpU0eMGDFCxMTESOsUnBJY8M/R0VH4+PiIxx57TCxYsEDcunWr0H4rMgPrV199JQYNGiQaNmwoNBqN0Gq1okOHDmLJkiVmz7+4U44LTl1dtWqV2fL169eLDh06CI1GI7y8vMTzzz8v/vrrr0IxnD59Wjpl+EH//Oc/BQAxe/bsQtsUd2rvw8+/IOZdu3ZJy/Ly8sTs2bOFv7+/cHZ2Fo8//rg4e/asqF27tpg4cWJpKTN7bZRKpfDw8BAdOnQQU6dOFadPny60fmmn9j74PEp638fExFh0OmV5Z2AdM2aMaNiwoXS/tFPNjx49KgYPHix9ZzZs2FAMHz5cREdHCyHyT8+dMWOGaNeunXBzcxMuLi6iXbt24vPPPy9XPELkf/9GRkYKb29voVarRZs2bQq9/4QoegbW3bt3i5CQEKFWq0WjRo3EihUryjwDa4Ho6Gjx9NNPC19fX+Hg4CB8fHzEwIEDxU8//SStU1reSvt8pKamismTJ4vmzZsLFxcXUatWLdG1a1exYcMGaZ0jR46IkSNHigYNGgiNRiN8fX3Fk08+KQ4dOlRiHgqeb0pKitl6BZ+jB/8W6HQ6MXnyZOHl5SVcXV3FoEGDxPnz5wUAsWjRojLn7EGK+0EREdED0tPT4enpiX/+85+V3sVCZGuOHTuGDh064Ntvv8Xzzz9v8fY2NWaEiKg8srOzCy0rGF/GK9oSmSvu86JUKss9sNzmxowQEVlq/fr1WL16NZ544gm4urpi7969+P7779G3b99ir9FDZK8WL16Mw4cPo1evXnBwcMC2bduwbds2TJgwodBUCmXFbhoisntHjhzBm2++iWPHjiEjIwN+fn4YMmQI/vnPf5b7dE0iWxUVFYX58+fjzJkzuHfvHho0aIBRo0bhnXfeKfWaSsVhMUJERESy4pgRIiIikhWLESIiIpKVVQxgNZlMuHHjBtzc3Cplum8iIiKqekIIZGZmom7duiVe2NIqipEbN26Ue4QuERERyev69euoX79+sY9bRTFSMJXv9evXpUs2W8pgMGDnzp3o27dvocvSU9GqI2c6nQ5169YFkF90Flwfx1rxfWY55sxyzJnlmDPLVUbOMjIyEBAQUOpFIq2iGCnomnF3d69QMaLVauHu7s43YhlVR84evFqtu7u7TRQjfJ9ZhjmzHHNmOebMcpWZs9KGWHAAKxEREcmKxQgRERHJyiq6ach2OTg4YMyYMdJtIiKyP/z2J1lpNBqsXr1a7jCIiEhG7KYhIiIiWbFlhGQlhEBWVhYAQKvVclI7IiI7xJYRklVWVhZcXV3h6uoqFSVERGRfWIwQERGRrFiMEBERkaxYjBAREZGsLC5G/vjjDwwcOBB169aFQqHAli1bSt0mJiYGHTt2hEajQePGjXkqJxEREUksLkZ0Oh3atWuH5cuXl2n9q1evYsCAAejVqxeOHTuGadOm4aWXXsKOHTssDpaIiIhsj8Wn9vbv3x/9+/cv8/orVqxAUFAQPvzwQwBAixYtsHfvXnz88ceIiIiw9PBERFTNhBDIMwkYTfn/NwkBIQAIQEDcXwcQ99cV0n1xf538+0D+sgfXrS55eXlIywUS07Ph4GCotuNaEx83DTQOqtJXrAJVPs9IbGwswsPDzZZFRERg2rRpxW6Tm5uL3Nxc6X5GRgaA/CsIGgzlexMVbFfe7e1RdeTMZDJh8ODB0m1rf334PrMcc2a50nKmy83Djbs5SNPpcSfLgDtZetzRGZCebUBGjgHZeiOy9EbkGIzIMhiRrc//ZzAKGEym/KLDmF94FBQhtsEB84/skTuIGmvDhC7oEOAh3a+Mz2ZZt63yYiQpKQl+fn5my/z8/JCRkYHs7Gw4OzsX2mbhwoWYP39+oeU7d+6EVqutUDxRUVEV2t4eVXXORo8eDQD4/fffq/Q41YnvM8sxZ5bJMwGrtkThZpYCN7MUuJUN3NErkJYLZOXVnMkDFfdbThTSf6T/QfHAbZJf7P79uOlWeHlFPptlnT+qRs7AOmvWLEyfPl26n5GRgYCAAPTt2xfu7u7l2qfBYEBUVBT69OkDR0fHygrVpjFnlmPOLMeclU1KZi7+jL+DQwnpOHwtDeduZsJUwp9ydycHeLtq4Kl1zP/nooan1hFuGgc4q1XQqlVwdlRJt50cVVCrlHBUKaBSKuGgUsBB+fe/gmUqhQJKBQCFAvf/93dx8eCyGjabMt9nlquMnBX0bJSmyosRf39/JCcnmy1LTk6Gu7t7ka0iQP7F0zQaTaHljo6OFX4TVcY+7A1zZjnmzHLMmTkhBM4lZSLqTDJ+O5uME3/dfWgNBWo5O6CZvzua+bmhsa8r6ns6o56nM+p5OMPNibksCt9nlqtIzsq6XZUXI6Ghodi6davZsqioKISGhlb1ockK6HQ6uLq6AgDu3bsHFxcXmSMiklfqvVxsOZqITYf/wrmkTGm5QgG08HdHlyAvdKjvjjuXjuC5QX2gVqtljJaoclhcjNy7dw+XLl2S7l+9ehXHjh2Dl5cXGjRogFmzZiExMRH/+c9/AAATJ07EZ599hjfffBMvvvgifv/9d2zYsAG//vpr5T0LIiIrd+lWJlb+cQWbjybCYMwfZ6F2UCKsqQ/CW/iiV3Nf+Lo5AchvPt96veZ1hRCVl8XFyKFDh9CrVy/pfsHYjjFjxmD16tW4efMmEhISpMeDgoLw66+/4rXXXsOyZctQv359fP311zytl4gIwOWUe1iy/Ty2n06SlrWrXwvDOgVgYNu6qKVllwLZPouLkZ49e5Z4bnhRs6v27NkTR48etfRQREQ2K02nx8dRF7A2LgFGk4BCAfRt6YcJjwUjpKGn3OERVasaeTYNEZGtEkLgf8dvYP7PZ5Cm0wMAwlv44s1+zdHUr4jzKonsAIsRIqJqkqbT481NJ/Db2fwzDJv7u2HuwFYIDa4tc2RE8mIxQkRUDQ5fS8OUtUdx824OHFUKvPJ4E0wMC4bagRdPJ2IxQrJSqVR44oknpNtEtui/sfGY//MZ5JkEGnm7YPnzHdGiTvkmcCSyRSxGSFZOTk48zZtslskksHDbWXy15yoA4Mm2dbBoSFu4avjVS/QgfiKIiKqAPs+E1zYcw68nbgIA3ujbFJN7NebcIERFYDFCRFTJ9HkmvPL9Eew4nQxHlQKLh7bFMx3qyx0WUY3FkVMkK51OBxcXF7i4uECn08kdDlGFPViIqB2UWDm6EwsRolKwZYRkV9ZLTBPVdEIIvLnp+N+FyKgQ9GzmK3dYRDUeW0aIiCrJBzvPY8uxG3BQKvAlCxGiMmMxQkRUCdYeTMDyXZcBAAsHt0EvFiJEZcZihIioguKupmH2T6cAANPCm2BYpwCZIyKyLixGiIgq4FZmDiavPQKjSeCpdnUxtXcTuUMisjosRoiIyinPaMKUtUeRkpmLpn6uWDSkDecRISoHnk1DslIqlQgLC5NuE1mTpb9dRNzVNLhqHPDFCyHQqvmVSlQe/OSQrJydnRETEyN3GEQWO5JwB5/HXAIALBrSBsE+rjJHRGS9+FOUiMhCWfo8vL7hOEwCeKZDPTzZtq7cIRFZNRYjREQWWrTtHK6m6uDv7oR5T7WSOxwiq8dihGSl0+ng4+MDHx8fTgdPVuFQfBr+E3sNALBkWFvUcnaUOSIi68cxIyS71NRUuUMgKhOD0YR3t+TPJzKiUwB6NPGROSIi28CWESKiMlq17yrOJWXCU+uImf2byx0Okc1gMUJEVAY30rOx9LeLAIBZT7SAp4ta5oiIbAeLESKiMli07Ryy9EZ0DvTE0I715Q6HyKawGCEiKsWx6+n43/EbUCiAeU+1glLJWVaJKhOLESKiEggh8K9fzwIABneoj1Z1a8kcEZHt4dk0JCulUolOnTpJt4lqmp1nkhEXnwaNgxJvRDSVOxwim8RihGTl7OyMP//8U+4wiIqUZzTh/W3nAAAv9QhCnVrOMkdEZJv4U5SIqBg/HbuBK6k6eGodMTEsWO5wiGwWixEioiLkGU349Pf8U3knPBYMNyfOtEpUVViMkKyysrIQGBiIwMBAZGVlyR0OkWTLsRuIv50FLxc1Roc2lDscIpvGMSMkKyEErl27Jt0mqgnMW0UawUXDr0qiqsSWESKih/x07Aau3W8VGfUIW0WIqhqLESKiBwghsPKPKwDyz6BhqwhR1WMxQkT0gJgLKTifnAkXtQrPd2WrCFF1YDFCRPSAlbvzW0VGdmmAWs48g4aoOrAYISK67+RfdxF75TZUSgUiHw2SOxwiu8HOUJKVQqFAy5YtpdtEclq5J79VZGDbOqjnwdlWiaoLixGSlVarxenTp+UOgwiJ6dnYevImgPxJzoio+rCbhogIwNqD12A0CXQLro2Wdd3lDofIrrAYISK7l5tnxLq46wDA2VaJZMBihGSVlZWFVq1aoVWrVpwOnmSz/VQSbuv08Hd3QngLP7nDIbI7HDNCshJC4MyZM9JtIjn8Jzb/kgTPdW0ABxV/oxFVN37qiMiunb5xF4ev3YGDUoFnOwfIHQ6RXWIxQkR27dsDCQCAiNb+8HV3kjkaIvvEYoSI7JYuNw8/HUsEALzAqd+JZMNihIjs1taTN5GlNyKwthaPNPKSOxwiu8VihIjs1sbDfwEAhnUK4AzARDLi2TQkK4VCgYYNG0q3iapLfKoOcVfToFQAgzvWkzscIrvGYoRkpdVqER8fL3cYZIc23W8V6dHEB3Vq8To0RHJiNw0R2R2jSeCHIwVdNPVljoaIWIwQkd3ZeykVN+/moJazI2dcJaoBWIyQrLKzs9G5c2d07twZ2dnZcodDdmLjofzr0AxqXxdOjiqZoyEijhkhWZlMJhw6dEi6TVTV7uXmIepMMgBgSAi7aIhqAraMEJFdiTqThNw8Exp5u6BNvVpyh0NEYDFCRHbmp2M3AAAD29Xl6eRENQSLESKyG2k6PfZeTAUAPNW+rszREFGBchUjy5cvR2BgIJycnNC1a1fExcWVuP7SpUvRrFkzODs7IyAgAK+99hpycnLKFTARUXltPXkTeSaB1vXcEezjKnc4RHSfxcXI+vXrMX36dMydOxdHjhxBu3btEBERgVu3bhW5/tq1azFz5kzMnTsXZ8+exb///W+sX78eb7/9doWDJyKyxP/ud9E81Y6tIkQ1icXFyEcffYTx48cjMjISLVu2xIoVK6DVavHNN98Uuf7+/fvRvXt3PPfccwgMDETfvn0xcuTIUltTyH54e3vD29tb7jDIxt1Iz0ZcfBoUivzxIkRUc1h0aq9er8fhw4cxa9YsaZlSqUR4eDhiY2OL3KZbt2749ttvERcXhy5duuDKlSvYunUrRo0aVexxcnNzkZubK93PyMgAABgMBhgMBktClhRsV97t7VF15EytVuPGjRuFjmmt+D6zXHXl7Kej+TOudmroCW+tg1W/RnyfWY45s1xl5Kys2yqEEKKsO71x4wbq1auH/fv3IzQ0VFr+5ptvYvfu3Th48GCR233yySd44403IIRAXl4eJk6ciC+++KLY48ybNw/z588vtHzt2rXQarVlDZeISPLBCRWu6xQYFmTEo/5l/tojogrIysrCc889h7t378Ld3b3Y9ap80rOYmBj861//wueff46uXbvi0qVLmDp1Kt577z3Mnj27yG1mzZqF6dOnS/czMjIQEBCAvn37lvhkSmIwGBAVFYU+ffrA0dGxXPuwN8yZ5Zgzy1VHzhLTs3E9dg+UCuD14Y+jtqumSo5TXfg+sxxzZrnKyFlBz0ZpLCpGvL29oVKpkJycbLY8OTkZ/v7+RW4ze/ZsjBo1Ci+99BIAoE2bNtDpdJgwYQLeeecdKJWFh61oNBpoNIW/LBwdHSv8JqqMfdibqsxZdnY2+vfvDwDYtm0bnJ1t4+qpfJ9Zripz9tu5/OnfOwd6wd/Tds6i4fvMcsyZ5SqSs7JuZ9EAVrVajZCQEERHR0vLTCYToqOjzbptHpSVlVWo4FCp8q8FYUEPEdkok8mE3bt3Y/fu3ZwOnqrMjtNJAID+rYv+0URE8rK4m2b69OkYM2YMOnXqhC5dumDp0qXQ6XSIjIwEAIwePRr16tXDwoULAQADBw7ERx99hA4dOkjdNLNnz8bAgQOlooSIqKrcyszBoWt3AAARLEaIaiSLi5ERI0YgJSUFc+bMQVJSEtq3b4/t27fDzy//MtwJCQlmLSHvvvsuFAoF3n33XSQmJsLHxwcDBw7EggULKu9ZEBEVY8fpZAgBtA/wQJ1attENSGRryjWAdcqUKZgyZUqRj8XExJgfwMEBc+fOxdy5c8tzKCKiCtl+6iYAdtEQ1WS8Ng0R2aw7Oj0OXEkDAPRjMUJUY7EYISKbFXU2GUaTQIs67mhY20XucIioGFU+zwhRaTiRHVWV7ad4Fg2RNWAxQrJycXGBTqeTOwyyQVn6POy9lAoAiGjFYoSoJmM3DRHZpD0XU6HPMyHAyxlN/WxnojMiW8RihIhsUvTZ/Jmiezf3g0KhkDkaIioJixGSVU5ODgYMGIABAwYgJydH7nDIRphMAr+fSwEAhLfwkzkaIioNx4yQrIxGI7Zu3SrdJqoMJxLvIvVeLlw1DugS5CV3OERUCraMEJHNKeiieaypN9QO/Jojqun4KSUim/Pb2VsA8seLEFHNx2KEiGzKjfRsnL2ZAaUC6NXcV+5wiKgMWIwQkU2JPpffKtKxgSe8XNQyR0NEZcFihIhsSsF4kcdbsFWEyFqwGCEim5Glz8P+y7cB8JReImvCU3tJVi4uLhBCyB0G2Yh9l25Ls6428eWsq0TWgi0jRGQz/riQP9FZz6a+nHWVyIqwGCEimyCEQMyF/MGrYU19ZI6GiCzBYoRklZOTg2HDhmHYsGGcDp4qJP52Fq6nZcNRpUBocG25wyEiC7AYIVkZjUZs2rQJmzZt4nTwVCG7z+e3inQO9IKLhsPhiKwJixEisgm7748XYRcNkfVhMUJEVi/HYMSBK2kAgLBmLEaIrA2LESKyeofi7yDbYISfuwbN/NzkDoeILMRihIis3u77Z9E81sSHp/QSWSEWI0Rk9aTxIuyiIbJKLEaIyKrdSM/GheR7UCqARxt7yx0OEZUDz38jWWm1Wty7d0+6TWSpPRfzW0XaB3jAQ8ur9BJZIxYjJCuFQgEXFxe5wyAr9vcpvbxKL5G1YjcNEVkto0lg78VUAMBjTdlFQ2StWIyQrHJzczF27FiMHTsWubm5codDVuZU4l1k5OTBzckBbet7yB0OEZUTixGSVV5eHtasWYM1a9YgLy9P7nDIyuy7nN8qEtqoNlRKntJLZK1YjBCR1dp3Kb8Y6c6zaIisGosRIrJKOQYj/oy/A4DFCJG1YzFCRFbp8LU70OeZ4OeuQbAPz8gismYsRojIKu19oIuGU8ATWTcWI0RklfYXFCPB7KIhsnYsRojI6tzNMuBE4l0AHC9CZAs4AyvJSqvV4tatW9JtorKIvXIbQgCNfV3hX8tJ7nCIqIJYjJCsFAoFfHx4pVWyjHRKb3BtmSMhosrAbhoisjoFk52xi4bINrAYIVnl5uZi8uTJmDx5MqeDpzK5kZ6NKyk6KBVA10ZsGSGyBSxGSFZ5eXn4/PPP8fnnn3M6eCqTgi6atvU9UMvZUeZoiKgysBghIquy//JtAED3xmwVIbIVLEaIyGoIIR4YvMrxIkS2gsUIEVmNa7ezcCszF2qVEh0besodDhFVEhYjRGQ1Dl7N76JpH+ABJ0eVzNEQUWVhMUJEVuPg1TQAQJcgL5kjIaLKxGKEiKxGHIsRIpvEGVhJVs7Ozrh69ap0m6g4ienZ+OtONlRKBceLENkYFiMkK6VSicDAQLnDICvw5/1WkdZ13eGq4VcXkS1hNw0RWQWOFyGyXSxGSFZ6vR4zZszAjBkzoNfr5Q6HarCCM2m6BnGyMyJbw2KEZGUwGPDBBx/ggw8+gMFgkDscqqFSMnNxJUUHhQLoHMiWESJbw2KEiGq8P+Pzu2ia+bmhlpbXoyGyNSxGiKjGKziltyvHixDZJBYjRFTj/T14leNFiGwRixEiqtHuZhlwLikDAM+kIbJV5SpGli9fjsDAQDg5OaFr166Ii4srcf309HRMnjwZderUgUajQdOmTbF169ZyBUxE9uXP+DQIATTycYGPm0bucIioClg8c9D69esxffp0rFixAl27dsXSpUsRERGB8+fPw9fXt9D6er0effr0ga+vLzZt2oR69erh2rVr8PDwqIz4icjGxcVzvAiRrbO4GPnoo48wfvx4REZGAgBWrFiBX3/9Fd988w1mzpxZaP1vvvkGaWlp2L9/Pxwd80fBc8ZNKuDs7IxTp05Jt4kexsnOiGyfRcWIXq/H4cOHMWvWLGmZUqlEeHg4YmNji9zmf//7H0JDQzF58mT89NNP8PHxwXPPPYe33noLKlXRlwDPzc1Fbm6udD8jI7+/2GAwlHsuioLtOJdF2VVXzpo2bQoAMBqNMBqNVXqsqsb3meVKypkuNw+nEu8CADrWd2de7+P7zHLMmeUqI2dl3daiYiQ1NRVGoxF+fn5my/38/HDu3Lkit7ly5Qp+//13PP/889i6dSsuXbqESZMmwWAwYO7cuUVus3DhQsyfP7/Q8p07d0Kr1VoSciFRUVEV2t4eMWeWY84sV1TOzqUrYDSp4KUROLZ/F45Vf1g1Gt9nlmPOLFeRnGVlZZVpvSq/2pTJZIKvry9WrlwJlUqFkJAQJCYmYsmSJcUWI7NmzcL06dOl+xkZGQgICEDfvn3h7u5erjgMBgOioqLQp08fqbuISlYdOdPr9Vi0aBEAYObMmVCr1VVynOrC95nlSsrZ+d8uAWevIKxFXTzxRBuZIqx5+D6zHHNmucrIWUHPRmksKka8vb2hUqmQnJxstjw5ORn+/v5FblOnTh04Ojqadcm0aNECSUlJ0Ov1Rf7x0Wg00GgKj5p3dHSs8JuoMvZhb6oyZ3q9Hv/85z8B5BcjtvLa8H1muaJyduhaOgDgkWBv5rMIfJ9ZjjmzXEVyVtbtLDq1V61WIyQkBNHR0dIyk8mE6OhohIaGFrlN9+7dcenSJZhMJmnZhQsXUKdOHav/FUxEVSfHYMSx6+kAONkZka2zeJ6R6dOn46uvvsKaNWtw9uxZvPzyy9DpdNLZNaNHjzYb4Pryyy8jLS0NU6dOxYULF/Drr7/iX//6FyZPnlx5z4KIbM7x6+nQG03wcdMgsHbFxooRUc1m8ZiRESNGICUlBXPmzEFSUhLat2+P7du3S4NaExISoFT+XeMEBARgx44deO2119C2bVvUq1cPU6dOxVtvvVV5z4KIbE7cA6f0KhQKmaMhoqpUrgGsU6ZMwZQpU4p8LCYmptCy0NBQHDhwoDyHIiI7xcnOiOwHr01DRDWOwWjC4Wt3AABdOV6EyOaxGCGiGudU4l1k6Y3w0Dqiia+r3OEQURWr8nlGiEri5OQkXWjRyclJ5miopigYL9I50AtKJceLENk6FiMkK5VKhc6dO8sdBtUwBcUIx4sQ2Qd20xBRjWI0CWnwKi+OR2Qf2DJCstLr9Vi2bBkAYOrUqZwIj3A+KROZOXlw1TigZZ3yXf6BiKwLixGSlcFgwJtvvgkAmDRpEosRwsGrtwEAIQ094aBi4y2RPeAnnYhqlAcnOyMi+8BihIhqDCEEB68S2SEWI0RUY1xO0eG2Tg+NgxJt6teSOxwiqiYsRoioxihoFenQwAMaB5XM0RBRdWExQkQ1Rtz9watdOAU8kV1hMUJENYIQAgfvt4w8wvEiRHaFp/aSrJycnLBr1y7pNtmvv9KzcfNuDhyUCnRo4Cl3OERUjViMkKxUKhV69uwpdxhUA/wZn3+V3rb1a8FZzfEiRPaE3TREVCP8GZ8OgONFiOwRW0ZIVgaDAStXrgQATJgwAY6OjjJHRHIpaBnh/CJE9ofFCMlKr9djypQpAICxY8eyGLFTd/XAtbQsKBVASCDHixDZG3bTEJHsLmcoAAAt67rD3YkFKZG9YTFCRLK7dL8Y6RLI8SJE9ojFCBHJrqBlhBfHI7JPLEaISFZpOj2SsvOLkc4cL0Jkl1iMEJGsDl9LBwA09nFBbVeNvMEQkSxYjBCRrP68ln9Kb5cgtooQ2Sue2kuy0mg0+OWXX6TbZH/i4vOvR9O5IYsRInvFYoRk5eDggAEDBsgdBskkI8eAszczAQCdOF6EyG6xm4aIZHP42h2YBOCtEfB354USiewVW0ZIVgaDAd999x0A4Pnnn+cMrHYm7mp+F02wu5A5EiKSE4sRkpVer0dkZCQAYNiwYSxG7AyLESIC2E1DRDLJ1htx4q90AEBjFiNEdo3FCBHJ4mjCHRiMAv7uGnjxRCoiu8ZihIhkcfB+F03nQE8oFDIHQ0SyYjFCRLKIe6AYISL7xmKEiKqdPs+EIwn5M69ysjMiYjFCRNXuZGI6cvNMqO2iRrCPi9zhEJHMeGovyUqj0WDDhg3SbbIPBeNFugR5QcEBI0R2j8UIycrBwQHDhg2TOwyqZgev/F2MEBGxm4aIqlWe0YTD0pV6WYwQEVtGSGZ5eXnYvHkzAOCZZ56BgwPfkrbu7M1M3MvNg5uTA5r7u8NkzJM7JCKSGb/5SVa5ubkYPnw4AODevXssRuzAwau3AQCdA72gUipgMsocEBHJjt00RFSt4q5yvAgRmWMxQkTVxmQS+DM+vxjpymKEiO5jMUJE1ebirXu4k2WAs6MKrevVkjscIqohWIwQUbWJuz9eJKShJxxV/Pohonz8NiCianOQ40WIqAgsRoioWgghOHiViIrE8yhJVmq1GqtWrZJuk+26djsLtzJzoVYp0T7AQ+5wiKgGYTFCsnJ0dMTYsWPlDoOqQUGrSPsADzg5qmSOhohqEnbTEFG1OHB/8Cq7aIjoYWwZIVnl5eVhx44dAICIiAjOwGrDeHE8IioOv/lJVrm5uXjyyScBcDp4W/bXnSwkpmdDpVQgpKGn3OEQUQ3DbhoiqnIFrSJt6tWCi4YFJxGZYzFCRFWu4OJ4XRuxi4aICmMxQkRVruBMmkeCasscCRHVRCxGiKhKJWfkIP52FpQKICSQ40WIqDAWI0RUpQ5cye+iaVnXHe5OjjJHQ0Q1UbmKkeXLlyMwMBBOTk7o2rUr4uLiyrTdunXroFAoMGjQoPIcloisUMH1aLqyi4aIimHxsPb169dj+vTpWLFiBbp27YqlS5ciIiIC58+fh6+vb7HbxcfH44033kCPHj0qFDDZFrVajc8++0y6Tbbn4P2Wka6cX4SIimFxy8hHH32E8ePHIzIyEi1btsSKFSug1WrxzTffFLuN0WjE888/j/nz56NRo0YVCphsi6OjIyZPnozJkyfD0ZFN+LYmJTMXl1N0UCg42RkRFc+iYkSv1+Pw4cMIDw//ewdKJcLDwxEbG1vsdv/3f/8HX19fjBs3rvyREpHVKTiLppmfGzy0bPkioqJZ1E2TmpoKo9EIPz8/s+V+fn44d+5ckdvs3bsX//73v3Hs2LEyHyc3Nxe5ubnS/YyMDACAwWCAwWCwJGRJwXbl3d4eVUfOjEYj9u7dCwB49NFHoVJZ9wXU+D4zF3s5BQDQOdCz2JwwZ5ZjzizHnFmuMnJW1m2rdCrEzMxMjBo1Cl999RW8vb3LvN3ChQsxf/78Qst37twJrVZboZiioqIqtL09qsqc5eTk4NlnnwWQP8DZycmpyo5Vnfg+yxd9QgVAAYe0q9i69UqJ6zJnlmPOLMecWa4iOcvKyirTehYVI97e3lCpVEhOTjZbnpycDH9//0LrX758GfHx8Rg4cKC0zGQy5R/YwQHnz59HcHBwoe1mzZqF6dOnS/czMjIQEBCAvn37wt3d3ZKQJQaDAVFRUejTpw/HJpRRdeRMp9NJtyMiIuDi4lIlx6kufJ/9LU2nx83YGADAPwb3Rm2XortpmDPLMWeWY84sVxk5K+jZKI1FxYharUZISAiio6Ol03NNJhOio6MxZcqUQus3b94cJ0+eNFv27rvvIjMzE8uWLUNAQECRx9FoNNBoNIWWOzo6VvhNVBn7sDdVmbMH92tLr40tPZfyOvpX/lk0TXxd4e9RepHJnFmOObMcc2a5iuSsrNtZ3E0zffp0jBkzBp06dUKXLl2wdOlS6HQ6REZGAgBGjx6NevXqYeHChXByckLr1q3Ntvfw8ACAQsuJyLbwejREVFYWFyMjRoxASkoK5syZg6SkJLRv3x7bt2+XBrUmJCRAqeTErkT2ruBKvZzsjIhKU64BrFOmTCmyWwYAYmJiStx29erV5TkkEVmRu1kGnE3K7ytmywgRlYZNGERU6f6MT4MQQCNvF/i62cYZUkRUdar01F6i0jg6OmLx4sXSbbINcfH3u2jYKkJEZcBihGSlVqsxY8YMucOgSlZwPRpOAU9EZcFuGiKqVBk5BpxMvAuAg1eJqGzYMkKyMhqNOHLkCACgY8eOVj8dPAFxV9JgEkCQtwvqejjLHQ4RWQEWIySrnJwcdOnSBQBw7949q5+BlYD9l/O7aEKD2SpCRGXDbhoiqlSx98eLdGMxQkRlxGKEiCpNmk6Pszfz5xd5pBGLESIqGxYjRFRpDtxvFWnu7wZv18LXlyIiKgqLESKqNPsvpwLgeBEisgyLESKqNAWDV7sFe8scCRFZExYjRFQpku7m4EqKDkoFJzsjIsvw1F6SlaOjI+bOnSvdJusVeyW/i6ZNvVqo5czXkojKjsUIyUqtVmPevHlyh0GVYP+lgvlF2EVDRJZhNw0RVZgQgpOdEVG5sWWEZGUymXD27FkAQIsWLaBUsj62RtfTspGYng0HpQKdAz3lDoeIrAyLEZJVdnY2WrduDYDTwVuzglN6OzTwgFbNrxUisgx/hhJRhf3dRcPxIkRkORYjRFQhD44X4fVoiKg8WIwQUYVcunUPqfdyoXFQokMDD7nDISIrxGKEiCpkz8X88SJdgrygcVDJHA0RWSMWI0RUIXsupgAAejTheBEiKh8WI0RUbrl5Rhy4kgYA6NHER+ZoiMha8Rw8kpWjoyPeeOMN6TZZlyPX0pFtMMLbVYPm/m5yh0NEVorFCMlKrVZjyZIlcodB5fRgF41CoZA5GiKyVuymIaJyKxi8yvEiRFQRbBkhWZlMJiQkJAAAGjRowOngrUiaTo9TN+4CAB5tzGKEiMqPxQjJKjs7G0FBQQA4Hby12XcpFUIAzf3d4OvuJHc4RGTF+DOUiMqlYLwIW0WIqKJYjBCRxYQQ2FswXqQpT+kloophMUJEFrucosONuzlQOyjRJdBL7nCIyMqxGCEiixV00XQO9ISzmlPAE1HFsBghIotJXTScdZWIKgGLESKySI7BiP2XbwPg/CJEVDl4ai/JysHBAZMmTZJuU80XdzUN2QYj/Nw1aFnHXe5wiMgG8NufZKXRaLB8+XK5wyAL7Dp/CwDQq5kvp4AnokrBbhoiskjM+fzBqz2b+cocCRHZCraMkKyEEEhNzR8M6e3Ni63VdFdTdbiaqoOjSoHujWvLHQ4R2QgWIySrrKws+Prm/8LmdPA1X8z9LprOgV5wc3KUORoishXspiGiMtt1v4umF7toiKgSsRghojLJ0ufhwJX8U3p7Nef8IkRUeViMEFGZxF6+DX2eCfU9nRHs4yp3OERkQ1iMEFGZ8JReIqoqLEaIqFRCCOw6d3+8CLtoiKiSsRgholJdvHUPienZUDsoEdqIU8ATUeXiqb0kKwcHB4wZM0a6TTVT1JlkAED34Nq8Si8RVTp++5OsNBoNVq9eLXcYVIqdp5MAAH1b+cscCRHZInbTEFGJkjNycPyvu1AogN4tOL8IEVU+toyQrIQQyMrKAgBotVqepVEDFXTRtA/wgK+bk8zREJEtYssIySorKwuurq5wdXWVihKqWXbeL0b6tmQXDRFVDRYjRFSszBwDYi/nX8iwT0s/maMhIlvFYoSIirX7QgoMRoFG3i5o7MtZV4moarAYIaJi7Tyd30XTpxVbRYio6rAYIaIiGYwmaQr4vuyiIaIqxGKEiIp04MptZObkwdtVjfYBnnKHQ0Q2jMUIERVp68n8ic76tPSDSslTromo6pSrGFm+fDkCAwPh5OSErl27Ii4urth1v/rqK/To0QOenp7w9PREeHh4ieuTfVGpVBg6dCiGDh0KlYrTjNcUeUYTdtyfdfWJNnVkjoaIbJ3Fxcj69esxffp0zJ07F0eOHEG7du0QERGBW7duFbl+TEwMRo4ciV27diE2NhYBAQHo27cvEhMTKxw8WT8nJyds3LgRGzduhJMTJ9SqKQ5cSUOaTg9PrSNCG9WWOxwisnEWFyMfffQRxo8fj8jISLRs2RIrVqyAVqvFN998U+T63333HSZNmoT27dujefPm+Prrr2EymRAdHV3h4Imoavx68iYAoF9rfzio2JtLRFXLom8ZvV6Pw4cPIzw8/O8dKJUIDw9HbGxsmfaRlZUFg8EALy8vyyIlomrBLhoiqm4WXZsmNTUVRqMRfn7mp/n5+fnh3LlzZdrHW2+9hbp165oVNA/Lzc1Fbm6udD8jIwMAYDAYYDAYLAlZUrBdebe3R9WRM51OB0/P/DM17ty5AxcXlyo7VnWwhffZ/su3pS6aTgHuVf5cbCFn1Y05sxxzZrnKyFlZt63WC+UtWrQI69atQ0xMTInjAxYuXIj58+cXWr5z505otdoKxRAVFVWh7e1RVeYsJydHur1jxw6bGTdize+z9ZeVAJRo7pqLnTu2V9txrTlncmHOLMecWa4iOSvrNccsKka8vb2hUqmQnJxstjw5ORn+/iVfROuDDz7AokWL8Ntvv6Ft27Ylrjtr1ixMnz5dup+RkSENfHV3d7ckZInBYEBUVBT69OkDR0fHcu3D3lRHznQ6nXQ7IiLCJlpGrPl9lmc0Yd7i3QAMmNC/Mx5tXPWDV609Z3JgzizHnFmuMnJW0LNRGouKEbVajZCQEERHR2PQoEEAIA1GnTJlSrHbLV68GAsWLMCOHTvQqVOnUo+j0Wig0WgKLXd0dKzwm6gy9mFvqjJnD+7Xll4ba30uB+NTcSfLAE+tI3o09a3WwavWmjM5MWeWY84sV5GclXU7i7tppk+fjjFjxqBTp07o0qULli5dCp1Oh8jISADA6NGjUa9ePSxcuBAA8P7772POnDlYu3YtAgMDkZSUPzCu4LLxRFRzbD6af8p9/zZ1eBYNEVUbi4uRESNGICUlBXPmzEFSUhLat2+P7du3S4NaExISoFT+/SX2xRdfQK/XY+jQoWb7mTt3LubNm1ex6Imo0mTrjdh+Kv+U3sEd6skcDRHZk3INYJ0yZUqx3TIxMTFm9+Pj48tzCCKqZjvPJEGnNyLAyxkhDXktGiKqPtV6Ng3Rw1QqFZ544gnpNslny/0ummfa14NCwWvREFH1YTFCsnJycsKvv/4qdxh2L/VeLv64mAoAeJpdNERUzThCjYjw8/EbMJoE2tWvhWAfDiwnourFYoSI/u6iYasIEcmAxQjJSqfTwcXFBS4uLmYToFH1uXTrHo7/dRcqpQJPtqsrdzhEZIc4ZoRkV9bpgqlqbDh0HQDQs6kPvF0LTzZIRFTV2DJCZMf0eSb8cPgvAMCzXRrIHA0R2SsWI0R27Lezybit08PXTYNezXzkDoeI7BSLESI7tu7P/C6aYZ3qc/p3IpINv32I7NT1tCzsuZgCABjeKUDmaIjInrEYIbJTGw//BSGAbsG10bC2i9zhEJEd49k0JCulUomwsDDpNlUPg9GEDfe7aDhwlYjkxmKEZOXs7Fzo4opU9XaeTkZSRg5qu6jRt6Wf3OEQkZ3jT1EiO7RmfzwA4LmuDeDkyAsUEpG8WIwQ2ZnTN+4iLj4NDkoFnu/aUO5wiIhYjJC8dDodfHx84OPjw+ngq0lBq0i/1v7wr+UkbzBEROCYEaoBUlNT5Q7BbqTp9Nhy7AYAILJ7oLzBEBHdx5YRIjvyfVwC9HkmtKlXCx0beModDhERABYjRHYjx2DEqn3xAICx3QKhUCjkDYiI6D4WI0R24ocjfyH1Xi7q1nLCU+3ryh0OEZGExQiRHcgzmvDl7isAgPGPNYIjr0NDRDUIv5GI7MC2U0lISMuCp9YRIzrzOjREVLPwbBqSlVKpRKdOnaTbVPmEEPgi5jIAYGy3IGjV/NgTUc3CbyWSlbOzM/7880+5w7BpUWeSceZmBrRqFUaHcpIzIqp5+FOUyIaZTAIfRV0AkD+viKeLWuaIiIgKYzFCZMN+PXkT55Iy4ebkgAk9guUOh4ioSCxGSFZZWVkIDAxEYGAgsrKy5A7HpuQZTfj4t/xWkfE9GqGW1lHmiIiIisYxIyQrIQSuXbsm3abKs/loIq6k6OCpdeTU70RUo7FlhMgGZenz8OHO/FaRiWHBcHNiqwgR1VwsRohs0Je7ryApIwf1PZ0xplug3OEQEZWIxQiRjbmRno0v/8ifV+TtJ1rAyVElc0RERCVjMUJkYxZvP4ccgwldAr3Qv7W/3OEQEZWKxQiRDYm9fBtbjt2AQgHMfrIlr8xLRFaBZ9OQrBQKBVq2bCndpvLLMRjxzuaTAICRXRqgTf1aMkdERFQ2LEZIVlqtFqdPn5Y7DJuwfNclXEnVwddNg7f6NZc7HCKiMmM3DZENOJ+UKV0Mb/5TrVDLmafyEpH1YDFCZOVy84x4bf0x5JkEwlv4oR8HrRKRlWExQrLKyspCq1at0KpVK04HX04f7byAMzcz4Kl1xIJnWnPsDRFZHY4ZIVkJIXDmzBnpNllm/6VUrNxzBQCwaEhb+Lk7yRwREZHl2DJCZKVSMnPx2oZjECL/7JmIVuyeISLrxGKEyArp80yY/N0RJGfkItjHBbOfbCF3SERE5cZihMgKLfj1DOLi0+CmccDK0Z2gVbPHlYisF4sRIiuz9mAC1sReAwB8PKI9gn1cZY6IiKhiWIwQWZEdp5Pw7pb8WVZfC2+K8JZ+MkdERFRxbNslWSkUCjRs2FC6TcU7eOU2Xvn+KEwCeLZzAF7t3VjukIiIKgWLEZKVVqtFfHy83GHUeH/Gp2HcmkPQ55nQp6Uf/jmI84kQke1gMUJUw+2/lIpxaw4h22DEI4288OnIDnBQsYeViGwHixGiGmzH6SS8+v1R5OaZ0KOJN1aO6gQnR5XcYRERVSr+vCJZZWdno3PnzujcuTOys7PlDqfGEELgi5jLmPjtYeTmmRDewhdfje4EZzULESKyPWwZIVmZTCYcOnRIuk2ALjcP7245hc1HEwEAox5piLkDW7JrhohsFosRohrkVOJdvPL9UVxN1UGlVGDuwJYYHRood1hERFWKxQhRDZBjMOKLmMv4POYSDEaBOrWc8PGI9nikUW25QyMiqnIsRohktudiCub+dBpXUnUAgL4t/fD+kLbwdFHLHBkRUfVgMUIkkyMJd/DBjvPYf/k2AMDHTYO5A1tiQJs6nEOEiOwKixGiamQyCew6fwur9sVj76VUAIBapcTzjzTAa32awt3JUeYIiYiqH4sRkp23t7fcIVS562lZ+N/xG9h46Drib2cBAJQKYHDH+pgW3gT1PbUyR0hEJB8WIyQrFxcXpKSkyB1GpTOZBE4l3sXuCymIPpuMIwnp0mNuTg4Y2aUBRj3SEAFeLEKIiMo1ccHy5csRGBgIJycndO3aFXFxcSWuv3HjRjRv3hxOTk5o06YNtm7dWq5giWqqLH0eDl65ja/3xmPVeSW6Ld6NJz/diyU7zuNIQjoUCqB749pYPKQtDszqjbefaMFChIjoPotbRtavX4/p06djxYoV6Nq1K5YuXYqIiAicP38evr6+hdbfv38/Ro4ciYULF+LJJ5/E2rVrMWjQIBw5cgStW7eulCdBVNVMJoHbOj2SM3JwKzMHiXeycTlFhyupOlxJuYfE9GwIUbC2EoAeLmoVQoO9EdbUG31b+cPP3UnGZ0BEVHNZXIx89NFHGD9+PCIjIwEAK1aswK+//opvvvkGM2fOLLT+smXL0K9fP8yYMQMA8N577yEqKgqfffYZVqxYUcHwK+ZWZg70eX/P+vn3H5PiPbyOgCjx8fx1Ht5H4ZUKr1PaGkXFUto+So/3wft5eXlI1AFnbmbAwcGh2G2KUtY85eRkY/LoYQCAz/6zEU5Ozg+sUzl5MpoAfZ4JeqMR+jwBvdEEfZ4Jhgf+n5tngi43D5k5ecjMMdz/fx4ycgy4m21ASmYu8kwlP3F/dye0qecOJ91NjAjvii6NfKB24KypRESlsagY0ev1OHz4MGbNmiUtUyqVCA8PR2xsbJHbxMbGYvr06WbLIiIisGXLlmKPk5ubi9zcXOl+RkYGAMBgMMBgMFgSsqRguwe3/8d/DuHo9bvl2p/9cABOHKiyvZv0Obh+YB8AYPgX+6FU19zWA4UC8HZRw9ddA393JwTW1iLI2wVB3lo08naBt6sGBoMBUVE30LG+GxTCCIPBKHfYNV5Rn00qGXNmOebMcpWRs7Jua1ExkpqaCqPRCD8/P7Plfn5+OHfuXJHbJCUlFbl+UlJSscdZuHAh5s+fX2j5zp07odVWrJ89KipKup15VwlHpfl8DmWZ3aHQOopSHq/C/Vq6j6IWyRYbAJNC4Pr9254aAZXavPWhMmJTAlApAQcF4KAEHBQCDkpAdf++SpH/mEYFOKsAJwcBZxXg7AA4qQCtg4C7I+CmBlSKPABZ94MHcAtIvQWkPhTCg+8zKhvmzHLMmeWYM8tVJGdZWVllWq9Gnk0za9Yss9aUjIwMBAQEoG/fvnB3dy/XPvN/sUahT58+cHTMn8vhiScqJVybVVTOKptOp4Pnovzbu98Kh4uLS5Ucp7pUR85sDXNmOebMcsyZ5SojZwU9G6WxqBjx9vaGSqVCcnKy2fLk5GT4+/sXuY2/v79F6wOARqOBRqMptNzR0bHCb6LK2Ie9qcqcPbhfW3ptbOm5VBfmzHLMmeWYM8tVJGdl3c6i0XVqtRohISGIjo6WlplMJkRHRyM0NLTIbUJDQ83WB/KbfIpbn4iIiOyLxd0006dPx5gxY9CpUyd06dIFS5cuhU6nk86uGT16NOrVq4eFCxcCAKZOnYqwsDB8+OGHGDBgANatW4dDhw5h5cqVlftMiIiIyCpZXIyMGDECKSkpmDNnDpKSktC+fXts375dGqSakJAApfLvBpdu3bph7dq1ePfdd/H222+jSZMm2LJlC+cYIUlFByUTEZF1K9cA1ilTpmDKlClFPhYTE1No2bBhwzBs2LDyHIpsnIuLC3Q6ndxhEBGRjDgjExEREcmKxQgRERHJisUIySonJwcDBgzAgAEDkJOTI3c4REQkgxo56RnZD6PRKF3F2Wjk1OlERPaILSNEREQkKxYjREREJCsWI0RERCQrFiNEREQkKxYjREREJCurOJtGCAGg7JciLorBYEBWVhYyMjJ4xcYyqo6cPTj7akZGhtWfUcP3meWYM8sxZ5ZjzixXGTkr+Ltd8He8OFZRjGRmZgIAAgICZI6EqlLdunXlDoGIiKpAZmYmatWqVezjClFauVIDmEwm3LhxA25ublAoFOXaR0ZGBgICAnD9+nW4u7tXcoS2iTmzHHNmOebMcsyZ5Zgzy1VGzoQQyMzMRN26dc0uovswq2gZUSqVqF+/fqXsy93dnW9ECzFnlmPOLMecWY45sxxzZrmK5qykFpECHMBKREREsmIxQkRERLKym2JEo9Fg7ty50Gg0codiNZgzyzFnlmPOLMecWY45s1x15swqBrASERGR7bKblhEiIiKqmViMEBERkaxYjBAREZGsWIwQERGRrGy+GHnqqafQoEEDODk5oU6dOhg1ahRu3Lhhts6JEyfQo0cPODk5ISAgAIsXL5Yp2pohPj4e48aNQ1BQEJydnREcHIy5c+dCr9ebrce8mVuwYAG6desGrVYLDw+PItdJSEjAgAEDoNVq4evrixkzZiAvL696A61Bli9fjsDAQDg5OaFr166Ii4uTO6Qa5Y8//sDAgQNRt25dKBQKbNmyxexxIQTmzJmDOnXqwNnZGeHh4bh48aI8wdYACxcuROfOneHm5gZfX18MGjQI58+fN1snJycHkydPRu3ateHq6oohQ4YgOTlZpojl98UXX6Bt27bSxGahoaHYtm2b9Hh15cvmi5FevXphw4YNOH/+PH744QdcvnwZQ4cOlR7PyMhA37590bBhQxw+fBhLlizBvHnzsHLlShmjlte5c+dgMpnw5Zdf4vTp0/j444+xYsUKvP3229I6zFther0ew4YNw8svv1zk40ajEQMGDIBer8f+/fuxZs0arF69GnPmzKnmSGuG9evXY/r06Zg7dy6OHDmCdu3aISIiArdu3ZI7tBpDp9OhXbt2WL58eZGPL168GJ988glWrFiBgwcPwsXFBREREcjJyanmSGuG3bt3Y/LkyThw4ACioqJgMBjQt29fswtyvvbaa/j555+xceNG7N69Gzdu3MDgwYNljFpe9evXx6JFi3D48GEcOnQIjz/+OJ5++mmcPn0aQDXmS9iZn376SSgUCqHX64UQQnz++efC09NT5ObmSuu89dZbolmzZnKFWCMtXrxYBAUFSfeZt+KtWrVK1KpVq9DyrVu3CqVSKZKSkqRlX3zxhXB3dzfLo73o0qWLmDx5snTfaDSKunXrioULF8oYVc0FQGzevFm6bzKZhL+/v1iyZIm0LD09XWg0GvH999/LEGHNc+vWLQFA7N69WwiRnx9HR0exceNGaZ2zZ88KACI2NlauMGscT09P8fXXX1drvmy+ZeRBaWlp+O6779CtWzfpcsixsbF47LHHoFarpfUiIiJw/vx53LlzR65Qa5y7d+/Cy8tLus+8WS42NhZt2rSBn5+ftCwiIgIZGRnSrxB7odfrcfjwYYSHh0vLlEolwsPDERsbK2Nk1uPq1atISkoyy2GtWrXQtWtX5vC+u3fvAoD03XX48GEYDAaznDVv3hwNGjRgzpDfertu3TrodDqEhoZWa77sohh566234OLigtq1ayMhIQE//fST9FhSUpLZHwcA0v2kpKRqjbOmunTpEj799FP84x//kJYxb5Zjzv6WmpoKo9FYZD7sLRflVZAn5rBoJpMJ06ZNQ/fu3dG6dWsA+TlTq9WFxnTZe85OnjwJV1dXaDQaTJw4EZs3b0bLli2rNV9WWYzMnDkTCoWixH/nzp2T1p8xYwaOHj2KnTt3QqVSYfTo0RB2OPGspXkDgMTERPTr1w/Dhg3D+PHjZYpcPuXJGRHJb/LkyTh16hTWrVsndyg1XrNmzXDs2DEcPHgQL7/8MsaMGYMzZ85UawwO1Xq0SvL6669j7NixJa7TqFEj6ba3tze8vb3RtGlTtGjRAgEBAThw4ABCQ0Ph7+9faGRwwX1/f/9Kj11Olubtxo0b6NWrF7p161ZoYKq95M3SnJXE39+/0NkitpizsvD29oZKpSryPWRvuSivgjwlJyejTp060vLk5GS0b99epqhqhilTpuCXX37BH3/8gfr160vL/f39odfrkZ6ebvZr397fd2q1Go0bNwYAhISE4M8//8SyZcswYsSIasuXVRYjPj4+8PHxKde2JpMJAJCbmwsACA0NxTvvvAODwSCNI4mKikKzZs3g6elZOQHXEJbkLTExEb169UJISAhWrVoFpdK8Ec1e8laR99rDQkNDsWDBAty6dQu+vr4A8nPm7u6Oli1bVsoxrIVarUZISAiio6MxaNAgAPmfzejoaEyZMkXe4KxEUFAQ/P39ER0dLRUfGRkZ0q9beySEwCuvvILNmzcjJiYGQUFBZo+HhITA0dER0dHRGDJkCADg/PnzSEhIQGhoqBwh10gmkwm5ubnVm69KHQ5bwxw4cEB8+umn4ujRoyI+Pl5ER0eLbt26ieDgYJGTkyOEyB9d7efnJ0aNGiVOnTol1q1bJ7Rarfjyyy9ljl4+f/31l2jcuLHo3bu3+Ouvv8TNmzelfwWYt8KuXbsmjh49KubPny9cXV3F0aNHxdGjR0VmZqYQQoi8vDzRunVr0bdvX3Hs2DGxfft24ePjI2bNmiVz5PJYt26d0Gg0YvXq1eLMmTNiwoQJwsPDw+xsI3uXmZkpvY8AiI8++kgcPXpUXLt2TQghxKJFi4SHh4f46aefxIkTJ8TTTz8tgoKCRHZ2tsyRy+Pll18WtWrVEjExMWbfW1lZWdI6EydOFA0aNBC///67OHTokAgNDRWhoaEyRi2vmTNnit27d4urV6+KEydOiJkzZwqFQiF27twphKi+fNl0MXLixAnRq1cv4eXlJTQajQgMDBQTJ04Uf/31l9l6x48fF48++qjQaDSiXr16YtGiRTJFXDOsWrVKACjy34OYN3NjxowpMme7du2S1omPjxf9+/cXzs7OwtvbW7z++uvCYDDIF7TMPv30U9GgQQOhVqtFly5dxIEDB+QOqUbZtWtXke+pMWPGCCHyT++dPXu28PPzExqNRvTu3VucP39e3qBlVNz31qpVq6R1srOzxaRJk4Snp6fQarXimWeeMfuhZW9efPFF0bBhQ6FWq4WPj4/o3bu3VIgIUX35UghhhyM5iYiIqMawyrNpiIiIyHawGCEiIiJZsRghIiIiWbEYISIiIlmxGCEiIiJZsRghIiIiWbEYISIiIlmxGCEiIiJZsRghIov17NkT06ZNq5ZjzZ49GxMmTKiWYz377LP48MMPq+VYRPQ3FiNEdmTgwIHo169fkY/t2bMHCoUCJ06cqOaoipeUlIRly5bhnXfeKfc+Dh8+DIVCgQMHDhT5eO/evTF48GAAwLvvvosFCxbg7t275T4eEVmOxQiRHRk3bhyioqLw119/FXps1apV6NSpE9q2bStDZEX7+uuv0a1bNzRs2LDc+wgJCUG7du3wzTffFHosPj4eu3btwrhx4wAArVu3RnBwML799ttyH4+ILMdihMiOPPnkk/Dx8cHq1avNlt+7dw8bN27EuHHjcPv2bYwcORL16tWDVqtFmzZt8P3335e4X4VCgS1btpgt8/DwMDvO9evXMXz4cHh4eMDLywtPP/004uPjS9zvunXrMHDgQLNlPXv2xCuvvIJp06bB09MTfn5++Oqrr6DT6RAZGQk3Nzc0btwY27Ztk7YZN24c1q9fj6ysLLN9rV69GnXq1DFrLRo4cCDWrVtXYlxEVLlYjBDZEQcHB4wePRqrV6/Gg9fI3LhxI4xGI0aOHImcnByEhITg119/xalTpzBhwgSMGjUKcXFx5T6uwWBAREQE3NzcsGfPHuzbtw+urq7o168f9Hp9kdukpaXhzJkz6NSpU6HH1qxZA29vb8TFxeGVV17Byy+/jGHDhqFbt244cuQI+vbti1GjRknFx/PPP4/c3Fxs2rRJ2ocQAmvWrMHYsWOhUqmk5V26dEFcXBxyc3PL/XyJyEKVfh1gIqrRzp49KwCIXbt2Sct69OghXnjhhWK3GTBggHj99del+2FhYWLq1KnSfQBi8+bNZtvUqlVLunT7f//7X9GsWTNhMpmkx3Nzc4Wzs7PYsWNHkcc8evSoACASEhLMloeFhYlHH31Uup+XlydcXFzEqFGjpGU3b94UAERsbKy07NlnnxVhYWHS/ejoaAFAXLx40Wz/x48fFwBEfHx80ckgokrHlhEiO9O8eXN069ZNGkNx6dIl7NmzRxo3YTQa8d5776FNmzbw8vKCq6srduzYgYSEhHIf8/jx47h06RLc3Nzg6uoKV1dXeHl5IScnB5cvXy5ym+zsbACAk5NTocceHNeiUqlQu3ZttGnTRlrm5+cHALh165a07MUXX8Qff/whHe+bb75BWFgYGjdubLZvZ2dnACjUpUNEVYfFCJEdGjduHH744QdkZmZi1apVCA4ORlhYGABgyZIlWLZsGd566y3s2rULx44dQ0RERLHdKUD+mBHxQLcPkN81U+DevXsICQnBsWPHzP5duHABzz33XJH79Pb2BgDcuXOn0GOOjo6Fjv/gMoVCAQAwmUzSst69e6NBgwZYvXo1MjIy8OOPP0oF2IPS0tIAAD4+PsU+XyKqXA5yB0BE1W/48OGYOnUq1q5di//85z94+eWXpT/g+/btw9NPP40XXngBQP4f9AsXLqBly5bF7s/Hxwc3b96U7l+8eNGsZaFjx45Yv349fH194e7uXqYYg4OD4e7ujjNnzqBp06bleZpmlEolIiMj8e9//xv16tWDWq3G0KFDC6136tQp1K9fXyqGiKjqsWWEyA65urpixIgRmDVrFm7evImxY8dKjzVp0gRRUVHYv38/zp49i3/84x9ITk4ucX+PP/44PvvsMxw9ehSHDh3CxIkTzVoqnn/+eXh7e+Ppp5/Gnj17cPXqVcTExODVV18t8jRjIL94CA8Px969eyvlOQNAZGQkEhMT8fbbb2PkyJFSl8yD9uzZg759+1baMYmodCxGiOzUuHHjcOfOHURERKBu3brS8nfffRcdO3ZEREQEevbsCX9/fwwaNKjEfX344YcICAhAjx498Nxzz+GNN96AVquVHtdqtfjjjz/QoEEDDB48GC1atMC4ceOQk5NTYkvJSy+9hHXr1pl1t1REgwYNEB4ejjt37uDFF18s9HhOTg62bNmC8ePHV8rxiKhsFOLhjl4iohpCCIGuXbvitddew8iRI6v8eF988QU2b96MnTt3VvmxiOhvbBkhohpLoVBg5cqVyMvLq5bjOTo64tNPP62WYxHR39gyQkRERLJiywgRERHJisUIERERyYrFCBEREcmKxQgRERHJisUIERERyYrFCBEREcmKxQgRERHJisUIERERyYrFCBEREcnq/wF+ORUZQhof4gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cdf(theCOM_6xs4p_pkg1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4655290-584f-4f05-a537-c207a57bc546",
   "metadata": {},
   "source": [
    "#### Pulse Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a593b2d4-f8b9-456f-84fe-8325ff1a76cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:41.153169Z",
     "iopub.status.busy": "2024-04-30T11:17:41.153085Z",
     "iopub.status.idle": "2024-04-30T11:17:41.237389Z",
     "shell.execute_reply": "2024-04-30T11:17:41.237168Z",
     "shell.execute_reply.started": "2024-04-30T11:17:41.153161Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using these optimizer selected linear EQ values:\n",
      "\tgDC:\t\t-11 dB\n",
      "\tgDC2:\t\t  0 dB\n",
      "\tTx tap weights:  0.000  0.000 -0.160  0.000  0.000  0.000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pulse_resps(theCOM_6xs4p_pkg1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "640b1fcc-abdb-41ef-b407-beba63a8032d",
   "metadata": {},
   "source": [
    "#### Frequency Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "106586ee-121b-48fb-80a5-9f00074943c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:41.237796Z",
     "iopub.status.busy": "2024-04-30T11:17:41.237729Z",
     "iopub.status.idle": "2024-04-30T11:17:41.411801Z",
     "shell.execute_reply": "2024-04-30T11:17:41.411550Z",
     "shell.execute_reply.started": "2024-04-30T11:17:41.237789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq_resps(theCOM_6xs4p_pkg1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be91df21-104e-46d8-8d7b-4f0ae685c8d1",
   "metadata": {},
   "source": [
    "### Package Case 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ebeb80ec-da7b-4ac4-b7b7-a460d67ecc8b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:17:41.412206Z",
     "iopub.status.busy": "2024-04-30T11:17:41.412129Z",
     "iopub.status.idle": "2024-04-30T11:18:10.670595Z",
     "shell.execute_reply": "2024-04-30T11:18:10.670289Z",
     "shell.execute_reply.started": "2024-04-30T11:17:41.412198Z"
    }
   },
   "outputs": [],
   "source": [
    "theCOM_6xs4p_pkg2 = COM.init(params, chnl_files, 3, zp_sel=2, num_ui=500, gui=False)\n",
    "com = theCOM_6xs4p_pkg2()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "097ab8ac-dce9-43b7-9b1a-e7c9173db4d8",
   "metadata": {},
   "source": [
    "#### Tabulated Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c6dd4585-4d7c-4522-892b-b0ffcb2ff0fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:10.671192Z",
     "iopub.status.busy": "2024-04-30T11:18:10.671103Z",
     "iopub.status.idle": "2024-04-30T11:18:10.673070Z",
     "shell.execute_reply": "2024-04-30T11:18:10.672836Z",
     "shell.execute_reply.started": "2024-04-30T11:18:10.671184Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\t\tBob's Value\tMy Value\tError\n",
      "=====================================================\n",
      "com:\t\t       3.65\t    4.38\t  20%\n",
      "fom:\t\t      16.25\t   16.27\t   0%\n",
      "As:\t\t      25.00\t   23.81\t  -5%\n",
      "Ani:\t\t      16.46\t   14.38\t -13%\n",
      "vic_pulse_pk:\t      72.00\t   68.88\t  -4%\n",
      "gDC:\t\t     -12.00\t  -12.00\t  -0%\n",
      "tx_taps:\t\n",
      "\t1:\t      -0.16\t   -0.18\t  12%\n",
      "\t2:\t       0.00\t    0.00\t 100%\n",
      "dfe_taps:\t\n",
      "\t1:\t       0.68\t    0.63\t  -8%\n",
      "\t2:\t       0.11\t    0.10\t  -8%\n",
      "\t3:\t       0.01\t    0.01\t -12%\n",
      "\t4:\t       0.01\t    0.01\t  10%\n",
      "sigma_ISI:\t       1.90\t    1.89\t  -0%\n",
      "sigma_XT:\t       2.80\t    2.63\t  -6%\n",
      "sigma_G:\t       1.40\t    1.30\t  -7%\n",
      "sigma_Tx:\t       1.10\t    1.06\t  -3%\n",
      "sigma_J:\t       0.33\t    1.13\t 241%\n",
      "sigma_N:\t       0.71\t    0.71\t   0%\n"
     ]
    }
   ],
   "source": [
    "print_results(theCOM_6xs4p_pkg2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06c51764-1908-403c-926e-5a16cddbf729",
   "metadata": {},
   "source": [
    "#### NIC CDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "46e45caf-4aa1-45df-bf18-09613cfeb134",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:10.675696Z",
     "iopub.status.busy": "2024-04-30T11:18:10.675627Z",
     "iopub.status.idle": "2024-04-30T11:18:10.729961Z",
     "shell.execute_reply": "2024-04-30T11:18:10.729644Z",
     "shell.execute_reply.started": "2024-04-30T11:18:10.675690Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cdf(theCOM_6xs4p_pkg2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d01d5f63-10e2-4680-9f1e-e36a11adc826",
   "metadata": {},
   "source": [
    "#### Pulse Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e6dda4e0-e801-497f-9061-0a9f0bf2ae76",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:10.730493Z",
     "iopub.status.busy": "2024-04-30T11:18:10.730410Z",
     "iopub.status.idle": "2024-04-30T11:18:10.814455Z",
     "shell.execute_reply": "2024-04-30T11:18:10.814209Z",
     "shell.execute_reply.started": "2024-04-30T11:18:10.730485Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using these optimizer selected linear EQ values:\n",
      "\tgDC:\t\t-12 dB\n",
      "\tgDC2:\t\t  0 dB\n",
      "\tTx tap weights:  0.000  0.000 -0.180  0.000  0.000  0.000\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pulse_resps(theCOM_6xs4p_pkg2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d999455-ce28-48f2-b287-5aad11845953",
   "metadata": {},
   "source": [
    "#### Frequency Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ce00127d-3ea8-4042-832d-147ad621063c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:10.814870Z",
     "iopub.status.busy": "2024-04-30T11:18:10.814800Z",
     "iopub.status.idle": "2024-04-30T11:18:10.988521Z",
     "shell.execute_reply": "2024-04-30T11:18:10.988273Z",
     "shell.execute_reply.started": "2024-04-30T11:18:10.814863Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq_resps(theCOM_6xs4p_pkg2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "171cb133-0c3e-4d98-8aa8-e402e9f99cea",
   "metadata": {},
   "source": [
    "## General Conclusion\n",
    "\n",
    "My `COM` values are consistently slightly higher than Bob's, despite the excellent agreement between our `FOM` values.\n",
    "The reason for this seems to be my calculated values for $A_{ni}$, which are consistently slightly lower than Bob's.  \n",
    "(My $A_s$ values are also lower, but not by nearly as much.)\n",
    "\n",
    "The culprit would appear to be my calculated _crosstalk_ values.\n",
    "They are the most significant noise contributor.\n",
    "And my values are consistently lower than Bob's, which would explain my lower $A_{ni}$ values.\n",
    "\n",
    "**Indeed, digging into the MATLAB code reveals a significant recent divergence between its crosstalk calculation routine and the spec., which my Python code follows.**  \n",
    "(See the _Crosstalk_ section of _Appendix A_, below.)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fe24cc6-ed95-4b7f-8616-8e37a8405104",
   "metadata": {},
   "source": [
    "## Appendix A - Investigating Discrepancies\n",
    "\n",
    "Here, I'm going to try to troubleshoot the various discrepancies between my calculated numbers and Bob's.\n",
    "My hope is that by breaking the problem down into atomic components I can resolve the discrepancies.\n",
    "My goals here, in descending order of priority, are:\n",
    "\n",
    "1. Find a bug in my Python code that explains the observed discrepancy and fix it, confirming that the discrepancy has been eliminated.\n",
    "2. Find a bug in the MATLAB code that I can defend and alert Rich Melitz to it, requesting a fix.\n",
    "3. Generate plots and/or data, which will facilitate a meaningful discussion between me and Bob and Istvan and, hopefully, suggest next steps towards reconciliation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ae41cc6-d545-4088-9e70-bbfce2b8d094",
   "metadata": {},
   "source": [
    "### Forced EQ Match\n",
    "\n",
    "Before I do anything else, I want to make sure that the discrepancies between our results isn't just due to the slight differences in our chosen linear EQ solutions.\n",
    "So, here, I look at what happens when I bypass the EQ optimizer and just calculate COM using Bob's reported EQ solution.\n",
    "\n",
    "**Note:** Ignore the `fom` parameter in the tabulated results below.\n",
    "It's meaningless, since we aren't running EQ optimization in this case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "59bac864-36c0-4733-9fd3-60f8d917e757",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:10.988914Z",
     "iopub.status.busy": "2024-04-30T11:18:10.988845Z",
     "iopub.status.idle": "2024-04-30T11:18:12.079322Z",
     "shell.execute_reply": "2024-04-30T11:18:12.079065Z",
     "shell.execute_reply.started": "2024-04-30T11:18:10.988907Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\t\tBob's Value\tMy Value\tError\n",
      "=====================================================\n",
      "com:\t\t       4.30\t    4.90\t  14%\n",
      "fom:\t\t      16.90\t   16.79\t  -1%\n",
      "As:\t\t      30.30\t   28.32\t  -7%\n",
      "Ani:\t\t      18.50\t   16.11\t -13%\n",
      "vic_pulse_pk:\t      82.60\t   79.00\t  -4%\n",
      "gDC:\t\t     -12.00\t  -12.00\t  -0%\n",
      "tx_taps:\t\n",
      "\t1:\t      -0.16\t   -0.16\t  -0%\n",
      "\t2:\t       0.00\t    0.00\t 100%\n",
      "dfe_taps:\t\n",
      "\t1:\t       0.58\t    0.63\t   9%\n",
      "\t2:\t       0.03\t    0.05\t  35%\n",
      "\t3:\t       0.00\t   -0.00\t 100%\n",
      "\t4:\t      -0.07\t   -0.07\t  -4%\n",
      "sigma_ISI:\t       1.80\t    1.72\t  -4%\n",
      "sigma_XT:\t       3.30\t    3.06\t  -7%\n",
      "sigma_G:\t       1.60\t    1.48\t  -7%\n",
      "sigma_Tx:\t       1.40\t    1.26\t -10%\n",
      "sigma_J:\t       0.40\t    1.53\t 283%\n",
      "sigma_N:\t       0.71\t    0.71\t   0%\n"
     ]
    }
   ],
   "source": [
    "theCOM_6xs4p_pkg1.gDC = -12\n",
    "theCOM_6xs4p_pkg1.gDC2 = 0\n",
    "theCOM_6xs4p_pkg1.com = theCOM_6xs4p_pkg1(do_opt_eq=False, tx_taps=[0, 0, -0.16, 0, 0, 0])\n",
    "print_results(theCOM_6xs4p_pkg1, 1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5cba3e70-ccfa-4bcc-bd1a-c29b89dad162",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric\t\tBob's Value\tMy Value\tError\n",
      "=====================================================\n",
      "com:\t\t       3.65\t    3.84\t   5%\n",
      "fom:\t\t      16.25\t   15.73\t  -3%\n",
      "As:\t\t      25.00\t   23.16\t  -7%\n",
      "Ani:\t\t      16.46\t   14.89\t -10%\n",
      "vic_pulse_pk:\t      72.00\t   68.88\t  -4%\n",
      "gDC:\t\t     -12.00\t  -12.00\t  -0%\n",
      "tx_taps:\t\n",
      "\t1:\t      -0.16\t   -0.16\t  -0%\n",
      "\t2:\t       0.00\t    0.00\t 100%\n",
      "dfe_taps:\t\n",
      "\t1:\t       0.68\t    0.75\t  10%\n",
      "\t2:\t       0.11\t    0.12\t  15%\n",
      "\t3:\t       0.01\t    0.02\t  12%\n",
      "\t4:\t       0.01\t    0.01\t   0%\n",
      "sigma_ISI:\t       1.90\t    1.75\t  -8%\n",
      "sigma_XT:\t       2.80\t    2.63\t  -6%\n",
      "sigma_G:\t       1.40\t    1.30\t  -7%\n",
      "sigma_Tx:\t       1.10\t    1.03\t  -6%\n",
      "sigma_J:\t       0.33\t    1.67\t 405%\n",
      "sigma_N:\t       0.71\t    0.71\t   0%\n"
     ]
    }
   ],
   "source": [
    "theCOM_6xs4p_pkg2.gDC = -12\n",
    "theCOM_6xs4p_pkg2.gDC2 = 0\n",
    "theCOM_6xs4p_pkg2.com = theCOM_6xs4p_pkg2(do_opt_eq=False, tx_taps=[0, 0, -0.16, 0, 0, 0])\n",
    "print_results(theCOM_6xs4p_pkg2, 2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c40e2b6-c355-4738-b1fe-13f91d132749",
   "metadata": {},
   "source": [
    "Okay, the discrepancies in our calculated values have nothing to do with the differences in our EQ solutions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db486b82-6934-437c-85e0-cbd77cb2a53f",
   "metadata": {},
   "source": [
    "### ISI\n",
    "\n",
    "Here, I'm going to focus on the discrepancy between our `sigma_ISI` numbers.\n",
    "\n",
    "**Note:** This one has actually been solved.\n",
    "I've left the following in place, for reference.\n",
    "\n",
    "#### FOM Code Comparison\n",
    "\n",
    "Here, I'm just sanity checking my own code, against the spec., and looking for any differences between my implementation and the MATLAB code.\n",
    "\n",
    "**Note:** This code comparison refers to the FOM calculation code only, because I'm trying to explain a discrepancy in our `sigma_ISI` numbers and only the FOM calculation treats ISI statistically.\n",
    "The actual noise calculation incorporates ISI explicitly.\n",
    "(See below.)\n",
    "\n",
    "First, for reference, the spec.:\n",
    "\n",
    "$$\n",
    "\\begin{equation}\n",
    "  h_{ISI}(n) =\n",
    "  \\begin{cases}\n",
    "    0 & \\text{n = 0} \\\\\n",
    "    h^{(0)}(t_s + nT_b) - h^{(0)}(t_s) b(n) & \\text{1 $\\leq$ n $\\leq$ $N_b$} \\\\\n",
    "    h^{(0)}(t_s + nT_b) & \\text{otherwise}\n",
    "  \\end{cases}\n",
    "  \\qquad \\text{(93A-27)}\n",
    "\\end{equation}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\sigma^2_{ISI} = \\sigma^2_X \\sum_n h^2_{ISI}(n) \\qquad \\text{(93A-31)}\n",
    "$$\n",
    "\n",
    "Next, my Python code:\n",
    "\n",
    "```python\n",
    "        # Step e - ISI.\n",
    "        vic_pulse_resp_post_samps = vic_pulse_resp[cursor_ix+M::M]\n",
    "        dfe_tap_weights = np.maximum(  # (93A-26)\n",
    "            self.params['dfe_min'],\n",
    "            np.minimum(\n",
    "                self.params['dfe_max'],\n",
    "                (vic_pulse_resp_post_samps[:nDFE] / vic_curs_val)))\n",
    "        hISI = vic_pulse_resp_post_samps \\\n",
    "             - vic_curs_val * np.pad( dfe_tap_weights\n",
    "                                    , (0, len(vic_pulse_resp_post_samps) - nDFE)\n",
    "                                    , mode='constant'\n",
    "                                    , constant_values=0 )  # (93A-27)\n",
    "        varISI = varX * sum(hISI**2)  # (93A-31)\n",
    "```\n",
    "\n",
    "And, finally, the MATLAB code (v2.60):\n",
    "\n",
    "```matlab\n",
    "%% Equation 93A-27 \"otherwise\" case %%\n",
    "far_cursors = sbr(cursor_i+param.samples_per_ui*(param.ndfe+1):param.samples_per_ui:end);\n",
    "t=((cursor_i+param.samples_per_ui*(param.ndfe+1):param.samples_per_ui:length(sbr))-(cursor_i+param.samples_per_ui*(param.ndfe+1)))*...\n",
    "    param.ui/param.samples_per_ui;\n",
    "precursors = sbr(cursor_i-param.samples_per_ui:-param.samples_per_ui:1);\n",
    "precursors = precursors(end:-1:1);\n",
    "\n",
    "%% Equation 93A-31 %%\n",
    "sigma_ISI = param.sigma_X*norm([precursors; excess_dfe_cursors; far_cursors]);\n",
    "ISI_N=param.sigma_X*norm( far_cursors);\n",
    "```\n",
    "\n",
    "Aha! The MATLAB code is including _pre-cursors_.\n",
    "(I wondered about that.)\n",
    "That's _not_ consistent w/ the spec., but let's try it and see if we get a match.  \n",
    "Yep, that brought me to within 2% of Bob's `sigma_ISI` number, for package option 2."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebdf7e65-1166-4477-ac18-c802e4b1c2d7",
   "metadata": {},
   "source": [
    "#### Effect on Noise Calculation\n",
    "\n",
    "Making a similar change to the noise calculation code has improved things, bringing my final $A_{ni}$ and $COM$ results more inline w/ Bob's, but a significant discrepancy in both remains."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91af734a-508b-4455-be90-4f40a4167295",
   "metadata": {},
   "source": [
    "### Crosstalk\n",
    "\n",
    "Next, I'll focus on crosstalk.\n",
    "Again, I'll separate the effort into FOM and noise calculation inquiries."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46409e23-2eaf-469f-b1c4-fe98e5c26ffb",
   "metadata": {},
   "source": [
    "#### FOM Code Comparison\n",
    "\n",
    "First, the spec.:\n",
    "\n",
    "$$\n",
    "[\\sigma_m^{(k)}]^2 = \\sigma^2_X \\sum_n [h^{(k)}((m/M + n) T_b)]^2 \\qquad \\text{(93A-33)}\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\sigma^2_{XT} = \\sum_{k=1}^{K-1} [\\sigma_i^{(k)}]^2 \\qquad \\text{(93A-34)}\n",
    "$$\n",
    "\n",
    "where $i$ is chosen to maximize (93A-33).\n",
    "\n",
    "Next, my Python code:\n",
    "\n",
    "```python\n",
    "# Step g - Crosstalk.\n",
    "varXT = 0\n",
    "for pulse_resp in pulse_resps[1:]:  # (93A-34)\n",
    "    varXT += max([sum(np.array(self.filt_pr_samps(pulse_resp[m::M], As))**2)\n",
    "                  for m in range(M)])  # (93A-33)\n",
    "varXT *= varX\n",
    "```\n",
    "\n",
    "And, finally, the MATLAB code (v2.60):\n",
    "\n",
    "```matlab\n",
    "%% Equations 93A-33 and 93A-34 for FEXT (depends on TXFFE setting) %%\n",
    "if OP.RX_CALIBRATION\n",
    "    sigma_XT=0;\n",
    "else  \n",
    "    if ~OP.RxFFE\n",
    "        % with three outputs, the sigma_XT includes both FEXT and NEXT\n",
    "        % zhilei huang 01/11/2019\n",
    "        [sigma_XT,~,~] =  get_xtlk_noise(txffe, 'FEXT', param ,chdata);\n",
    "    else % John Ewen: 13/12/20018\n",
    "        [sigma_XT,~,~] =  get_xtlk_noise(txffe, 'FEXT', param ,chdata, C);\n",
    "    end\n",
    "end\n",
    "\n",
    "function [sigma_XT, sigma_FEXT, sigma_NEXT] = get_xtlk_noise( upsampled_txffe, type, param, chdata, C )\n",
    "% Modified not to double count crosstalk: John Ewen 13/12/2018\n",
    "% function sigma_XT = get_xtlk_noise( upsampled_txffe, type, param, chdata,ctle_indx,clow_indx, C,cursor_i)\n",
    "index_f2=find(chdata(1).faxis(:)>param.fb,1,'first');\n",
    "if isempty(index_f2), index_f2=length(chdata(1).faxis);end\n",
    "f=chdata(1).faxis;\n",
    "temp_angle=(param.samples_per_ui*param.sample_dt)*pi.*chdata(1).faxis;\n",
    "if(f(1)==0)\n",
    "    temp_angle(1)=1e-20;% we don't want to divide by zero\n",
    "end\n",
    "PWF_tx=ones(1,length(f));\n",
    "if max(upsampled_txffe) > 0\n",
    "    PWF_tx=zeros(1,length(f));\n",
    "    [mcur,icur] = max(upsampled_txffe);\n",
    "    for ii=1:length(upsampled_txffe)\n",
    "        PWF_tx=upsampled_txffe(ii).*exp(-1j*2*pi*(ii-icur).*f/param.fb)+PWF_tx;\n",
    "    end\n",
    "end\n",
    "PWF_rx=ones(1,length(f));\n",
    "if exist('C','var')\n",
    "    PWF_rx=zeros(1,length(f));\n",
    "    for ii=-param.RxFFE_cmx:param.RxFFE_cpx\n",
    "        PWF_rx=C(ii+param.RxFFE_cmx+1).*exp(-1j*2*pi*(ii+1).*f/param.fb)+PWF_rx;\n",
    "    end\n",
    "end\n",
    "MDFEXT=0;MDNEXT=0;MDNEXT_ICN=0;MDFEXT_ICN=0;\n",
    "for ii=2:size(chdata,2)\n",
    "    SINC = sin(temp_angle)./temp_angle;\n",
    "    PWF_data=SINC.^2;\n",
    "    PWF=PWF_data.*PWF_rx; % power weight function\n",
    "    PWFnext=abs(PWF);\n",
    "    PWF=PWF_data.*PWF_rx.*PWF_tx; % power weight function\n",
    "    PWFfext=abs(PWF);\n",
    "    if isequal(chdata(ii).type, 'FEXT')\n",
    "        MDFEXT=sqrt(abs(chdata(ii).sdd21ctf).^2+MDFEXT.^2); % power sum xtk\n",
    "        MDFEXT_ICN=sqrt(2*chdata(ii).delta_f/param.fb*sum( chdata(ii).A^2*PWFfext(1:index_f2).*abs(MDFEXT(1:index_f2)).^2)); %eq 46\n",
    "    elseif isequal(chdata(ii).type, 'NEXT')\n",
    "        MDNEXT=sqrt(abs(chdata(ii).sdd21ctf).^2+MDNEXT.^2); % power sum xtk\n",
    "        MDNEXT_ICN=sqrt(2*chdata(ii).delta_f/param.fb*sum( chdata(ii).A^2*PWFnext(1:index_f2).*abs(MDNEXT(1:index_f2)).^2)); %eq 47\n",
    "    end\n",
    "end\n",
    "if nargout == 1 && isequal(type,'NEXT')\n",
    "    sigma_XT = MDNEXT_ICN*sqrt((param.levels^2-1)/(3*(param.levels-1)^2));\n",
    "elseif nargout == 1 && isequal(type,'FEXT')\n",
    "    sigma_XT = MDFEXT_ICN*sqrt((param.levels^2-1)/(3*(param.levels-1)^2));\n",
    "elseif nargout == 3\n",
    "    sigma_XT=norm([ MDNEXT_ICN MDFEXT_ICN ])*sqrt((param.levels^2-1)/(3*(param.levels-1)^2));\n",
    "    sigma_NEXT = MDNEXT_ICN*sqrt((param.levels^2-1)/(3*(param.levels-1)^2));\n",
    "    sigma_FEXT = MDFEXT_ICN*sqrt((param.levels^2-1)/(3*(param.levels-1)^2));\n",
    "end\n",
    "\n",
    "function sigma_XT = get_xtlk_noise1( upsampled_txffe, type, param, chdata,C,cursor_i )\n",
    "% calculate crosstalk sigma at worst phase, per equation 93A-33, for\n",
    "% channels of chosen type (FEXT and NEXT are treated separately).\n",
    "\n",
    "sigma_XT_sqd=0;\n",
    "for k=1:param.num_s4p_files\n",
    "    if isequal(chdata(k).type, type)\n",
    "        sigma_i_sqd=0;\n",
    "        effective_channel = filter(upsampled_txffe, 1, chdata(k).ctle_imp_response);\n",
    "        N=round(length(effective_channel)/param.samples_per_ui)-3;\n",
    "        sbr=filter(ones(param.samples_per_ui, 1), 1, effective_channel);\n",
    "        if exist('C','var')\n",
    "            [ sbr,~] = force( sbr ,param, 0 , cursor_i, C );\n",
    "        end\n",
    "        for m=1:param.samples_per_ui\n",
    "            h=sbr(param.samples_per_ui*(1:N)+m);\n",
    "            sigma_i_sqd=max(param.sigma_X^2*sum(h.^2),sigma_i_sqd);\n",
    "        end\n",
    "        sigma_XT_sqd = sigma_XT_sqd + sigma_i_sqd;\n",
    "    end\n",
    "end\n",
    "sigma_XT=sqrt(sigma_XT_sqd);\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4214f25-c54a-48e5-9dd8-969fabbeed7d",
   "metadata": {},
   "source": [
    "**So, it looks like the original equation (`get_xtlk_noise1` in the code above), which appears to be consistent w/ (93A-33), has been replaced with something much more complicated (`get_xtlk_noise` in the code above), not at all consistent w/ (93A-33). Why?!**\n",
    "\n",
    "I think I'll stop here, until I've had a chance to discuss this w/ Bob and, maybe, Rich as well.\n",
    "\n",
    "Moving on to the noise calculation, now."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "097f8f1f-2dc7-4470-8396-56a48f9e6dc1",
   "metadata": {},
   "source": [
    "#### Crosstalk Histogram\n",
    "\n",
    "Here, I plot the histogram of \"deltas\" formed from the crosstalk samples."
   ]
  },
  {
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    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist1, edges1 = np.histogram(np.concatenate(theCOM_6xs4p_pkg1.xt_samps), bins=10_001)\n",
    "hist2, edges2 = np.histogram(np.concatenate(theCOM_6xs4p_pkg2.xt_samps), bins=10_001)\n",
    "centers1 = (edges1[:-1] + edges1[1:])/2\n",
    "centers2 = (edges2[:-1] + edges2[1:])/2\n",
    "As1 = theCOM_6xs4p_pkg1.rslts['As']\n",
    "As2 = theCOM_6xs4p_pkg2.rslts['As']\n",
    "\n",
    "plt.figure(figsize=(8, 4))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.plot(centers1*1e3, hist1)\n",
    "plt.axvline(0.001*As1, color='black', linestyle='dashed')\n",
    "plt.axvline(-0.001*As1, color='black', linestyle='dashed')\n",
    "plt.title(\"Package Option 1\")\n",
    "plt.xlabel(\"Value (mV)\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(centers2*1e3, hist2)\n",
    "plt.axvline(0.001*As2, color='black', linestyle='dashed')\n",
    "plt.axvline(-0.001*As2, color='black', linestyle='dashed')\n",
    "plt.title(\"Package Option 2\")\n",
    "plt.xlabel(\"Value (mV)\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fa3c464-838c-4eea-a467-391b2d477c16",
   "metadata": {},
   "source": [
    "And I see, more or less, what I would expect: mostly singular values with a few doublets close in near zero and a complete void inside the recommended noise filtration threshold.\n",
    "Furthermore, the maximum magnitudes seem reasomable at about 1 mV.\n",
    "\n",
    "**Question for Bob:** Do you have, or can you generate, plots similar to the above, for comparison?\n",
    "\n",
    "#### Effect on Histogram\n",
    "\n",
    "Here, I just want to confirm that the addition of crosstalk to the interference \"delta-distributions\" really is widening them noticeably.\n",
    "To confirm this, I plot pairs of these delta-distributions: `py0`/`py1`, captured in the Python code, as follows:\n",
    "\n",
    "```python\n",
    "py = p(hISI)  # `hISI` from (93A-27); `p(y)` as per (93A-40)\n",
    "self.rslts['py0'] = py.copy()\n",
    "xt_samps = []\n",
    "pks = []\n",
    "for pulse_resp in pulse_resps[1:]:  # (93A-44)\n",
    "    i = np.argmax([sum(np.array(self.filt_pr_samps(pulse_resp[m::M], As))**2) for m in range(M)])  # (93A-33)\n",
    "    samps = self.filt_pr_samps(pulse_resp[i::M], As)\n",
    "    xt_samps.append(samps)\n",
    "    pk = p(samps)\n",
    "    pks.append(pk)\n",
    "    py = np.convolve(py, pk, mode='same')\n",
    "self.rslts['py1'] = py.copy()\n",
    "```\n",
    "\n",
    "As is clear from the code above, `py0` is the delta-dist. just before adding the crosstalk effect, while `py1` is immediately afterwards.\n",
    "I'll plot them both and compare."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b28391df-c164-4737-a11f-43e78a107dc2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:13.410846Z",
     "iopub.status.busy": "2024-04-30T11:18:13.410777Z",
     "iopub.status.idle": "2024-04-30T11:18:13.597677Z",
     "shell.execute_reply": "2024-04-30T11:18:13.597447Z",
     "shell.execute_reply.started": "2024-04-30T11:18:13.410839Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "duts = [ (theCOM_6xs4p_pkg1, \"6xs4p_1\")\n",
    "       , (theCOM_6xs4p_pkg2, \"6xs4p_2\")\n",
    "       ]\n",
    "for dut, lbl in duts:\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.subplot(121)\n",
    "    plt.plot(dut.rslts['py0'])\n",
    "    plt.title(lbl + \" - Before Xtalk\")\n",
    "    plt.subplot(122)\n",
    "    plt.plot(dut.rslts['py1'])\n",
    "    plt.title(lbl + \" - After Xtalk\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1177d38d-df73-4c0f-bc0a-7a2869eda107",
   "metadata": {},
   "source": [
    "Well, that certainly appears reasonable.\n",
    "\n",
    "#### Aggressor Distributions\n",
    "\n",
    "Before moving on, I'll just plot each of the 5 aggressor distributions, for both package options, just for reference.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "bfbf4eff-43e5-4af8-befe-df90a771dc6f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:13.598085Z",
     "iopub.status.busy": "2024-04-30T11:18:13.598017Z",
     "iopub.status.idle": "2024-04-30T11:18:13.959673Z",
     "shell.execute_reply": "2024-04-30T11:18:13.959427Z",
     "shell.execute_reply.started": "2024-04-30T11:18:13.598078Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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K27dvF/fcc49wdHQUEyZMEDk5OVrLb39f/9///Z+4//77haOjoxg1apT44osvtOI/+eQT8fvf/17069dPABD5+fmt9nnz5k3xl7/8RfTr10+4uLiIP/7xj0KpVHY4Z9aa6Rz6Tin25V8ydxo2wdDva73O6NbX1yM3NxchISHSPHt7e4SEhCA7O1vnOtnZ2VrxABAaGtpmfH19PXbu3AmZTIaAgABpG25ubhg3bpwUFxISAnt7+1aXOJD5rfjkDCatO4z0k6XmToXIqs3c/jUmvJGFs1c05k6lWzPGN5U1NTWYPHky3nzzzTb3u2zZMnz++edIT0/HV199hbKyMvzxj380+PFR13iv+ALRH5zE0rQCeK/4wtzpkJ70anQrKyvR1NQEDw8PrfkeHh5QKpU611EqlR2KP3DgAHr37g0nJyds2bIFmZmZcHd3l7YxcOBArfiePXuiX79+be63rq4OGo1GayLT2P3/G9ykQ+fNnAmRdTunvAYA2H+qzMyZdG+bN2/GggULEBUVhREjRiAlJQXOzs7YtWuXzvi33noL06dPx/LlyzF8+HCsXbsWY8eOxfbt26WYp59+GvHx8a1O9LRQq9V49913sXnzZjz44IMICgrCe++9h2PHjuGbb74xynGS/govq1vN23n0BzNkQp1lMaMuPPDAAygoKMCxY8cwffp0zJkzp82/pjsiMTERMplMmviYRNOrb2o2dwpERO0yxTeVuuTm5qKhoUFrO35+fhgyZEib2+EJHNN7eNvXrea9cfCcGTKhztKr0XV3d0ePHj2gUqm05qtUKsjlcp3ryOXyDsW7uLhg2LBhmDhxIt5991307NkT7777rrSN25vexsZGVFVVtbnfuLg4qNVqaSot5dfoplZxrc7cKRARtcuY31S2R6lUwsHBAW5ubh3eDk/gEOlPr0bXwcEBQUFByMrKkuY1NzcjKysLwcHBOtcJDg7WigeAzMzMNuN/vd26ujppG9XV1cjNzZWWHz58GM3NzVAoFDrXd3R0lB6LyMcjEhFRd8cTOET666nvCrGxsZg/fz7GjRuHCRMmICkpCTU1NYiKigIAzJs3D4MHD0ZiYiIAYOnSpZgyZQo2bdqEsLAwpKWl4eTJk9i5cyeAWxfsv/7665g5cyYGDRqEyspKJCcn4/Lly5g9ezYAYPjw4Zg+fToWLFiAlJQUNDQ0ICYmBnPnzoWnp6ehXgsiIrIxxvymsj1yuRz19fWorq7WOqvb3nYcHR3h6OjY4X2Q8QghYGdnZ+40qAP0vkY3IiICGzduRHx8PAIDA1FQUICMjAzpa5ySkhJcuXJFip80aRJSU1Oxc+dOBAQEYM+ePdi3bx9GjRoFAOjRowfOnTuHWbNm4b777sMjjzyCq1ev4j//+Q9Gjhwpbefjjz+Gn58fHnroIcyYMQOTJ0+WmmUiIlt27EKluVPotkz5TeWvBQUF4a677tLaTlFREUpKSvTaDpnHj5U15k6BOkjvM7oAEBMTg5iYGJ3Lvvzyy1bzZs+eLZ2dvZ2TkxP27t17x33269cPqampeuVJRGQLTl1qfWc4dVxHvqlsGQUIuPM3lcCtp3mWlJSgrOzWiBhFRUUAbp3JlcvlkMlkiI6ORmxsLPr16wdXV1csWbIEwcHBmDhxogmPntpS9P9HNdHl8Nly3Dugtwmzoc7qVKNLRERkLSIiIlBRUYH4+HgolUoEBga2+qayqalJim/5pnLVqlVYuXIlfH19tb6pBID9+/dLjTIAzJ07FwCQkJCANWvWAAC2bNkCe3t7zJo1C3V1dQgNDcWOHTtMcMTUEacuVbe5LPOsCgt+N9R0yVCn2QkhhLmTMAWNRgOZTAa1Ws0b04zs1wNqF68LM2MmtsHS3tuWlo81Y62ZjiW+ry0xJ2vym3WHcbn6ZpvLWXPGYej3tcWMo0tERERkKdprcqn7YKNLRERERFaJjS4RERERWSU2ukRERERkldjoEhEREZFVYqNLRERERFaJjS4RERERWSU2ukRERER64vBj3QMbXSIiIiI9NTQ2mzsF6gA2ukRERES/UnhZfceYg4VXTJAJdRUbXSIiIqJfUWlq7xhzsaLGBJlQV7HRJYO6Xtdo7hSIiIi65NBZ1R1j0nMvmSAT6io2umRQJ4qrzJ0CERFRl2QUKs2dAhkIG10iom6oqqbe3CkQWa2fbzSYOwUyEDa6RETd0El+e0JEdEdsdImIiIjIKrHRJSIiIiKrxEaXiIiIiKwSG10iIiIiskqdanSTk5Ph7e0NJycnKBQKHD9+vN349PR0+Pn5wcnJCf7+/jh48KC0rKGhAS+//DL8/f3h4uICT09PzJs3D2VlZVrb8Pb2hp2dnda0bt26zqRPRERERDZA70Z39+7diI2NRUJCAvLy8hAQEIDQ0FCUl5frjD927BgiIyMRHR2N/Px8hIeHIzw8HIWFhQCAGzduIC8vD6tXr0ZeXh727t2LoqIizJw5s9W2/va3v+HKlSvStGTJEn3TJyIiIjKIusYmc6dAd6B3o7t582YsWLAAUVFRGDFiBFJSUuDs7Ixdu3bpjH/rrbcwffp0LF++HMOHD8fatWsxduxYbN++HQAgk8mQmZmJOXPm4P7778fEiROxfft25ObmoqSkRGtbffr0gVwulyYXF5dOHDIRERFR15Vr6sydAt2BXo1ufX09cnNzERIS8ssG7O0REhKC7OxsnetkZ2drxQNAaGhom/EAoFarYWdnBzc3N63569atQ//+/TFmzBhs2LABjY1tP262rq4OGo1GayIiIiJqT2NTc4dja+r52HtLp1ejW1lZiaamJnh4eGjN9/DwgFKp+3F5SqVSr/ja2lq8/PLLiIyMhKurqzT/r3/9K9LS0nDkyBE8++yzeOONN/DSSy+1mWtiYiJkMpk0eXl5dfQwiYiIyEZl/3i1w7Fpx0uNmAkZQk9zJ/BrDQ0NmDNnDoQQePvtt7WWxcbGSv89evRoODg44Nlnn0ViYiIcHR1bbSsuLk5rHY1Gw2bXBL75QfsXhPpmA2S97jJTNkRERPq5Vtvxs7QqTa0RMyFD0OuMrru7O3r06AGVSqU1X6VSQS6X61xHLpd3KL6lyf3pp5+QmZmpdTZXF4VCgcbGRhQXF+tc7ujoCFdXV62JjO/T/MtaP5dcvWGmTIiIiPT3969+6HDsPwt1fztNlkOvRtfBwQFBQUHIysqS5jU3NyMrKwvBwcE61wkODtaKB4DMzEyt+JYm9/z58zh06BD69+9/x1wKCgpgb2+PgQMH6nMIRERErRhy2EwAEEIgPj4egwYNQq9evRASEoLz589rxXz//fd49NFH4e7uDldXV0yePBlHjhwx+LGRfs4qr5k7BTIgvUddiI2NxTvvvIMPPvgAZ8+exXPPPYeamhpERUUBAObNm4e4uDgpfunSpcjIyMCmTZtw7tw5rFmzBidPnkRMTAyAW03u448/jpMnT+Ljjz9GU1MTlEollEol6uvrAdy6oS0pKQmnTp3Cjz/+iI8//hjLli3DU089hb59+xridSDqtt555x0AwMCBAw3yAb1mzRr4+fnBxcUFffv2RUhICHJycoyWP5G5GXrYTABYv349tm7dipSUFOTk5MDFxQWhoaGorf3lq+6HH34YjY2NOHz4MHJzcxEQEICHH364zXtYyDTqGzt+MxpZPr0b3YiICGzcuBHx8fEIDAxEQUEBMjIypBvOSkpKcOXKFSl+0qRJSE1Nxc6dOxEQEIA9e/Zg3759GDVqFADg8uXL2L9/Py5duoTAwEAMGjRImo4dOwbg1mUIaWlpmDJlCkaOHInXX38dy5Ytw86dOw3xGhB1W7t378bKlSsBAEePHjXIB/R9992H7du348yZM/j666/h7e2NadOmoaKiwiTHRGRqhh42UwiBpKQkrFq1Co8++ihGjx6NDz/8EGVlZdi3bx+AWzd3nz9/HitWrMDo0aPh6+uLdevW4caNG1r1SERdYyeEEOZOwhQ0Gg1kMhnUajWv1zWiCa8fQvm1X8YV/DxmMvzvlpkxI+umUCgQEBCAd955B2q1Gr1794aXlxeWLFmCFStWtIqPiIhATU0NDhw4IM2bOHEiAgMDkZKSonMfLbVz6NAhPPTQQ3fMibVmGv/+VomFH+VKPxevCzNjNt1XfX09nJ2dsWfPHoSHh0vz58+fj+rqanz22WcAtN/Xo0aNQmxsLJ5//nkpPiEhAfv27ZO+ebz33nuRn5+PwMBAKWbKlCkIDAzEW2+9BSEEhg8fjt/+9rdISkqCo6MjkpKSsGHDBpw7d07nt5V1dXWoq/vl92vLTdasNcPyXvGFXvGsPcMy9GdIpx4BTETm1zKu9dSpU6V5hh7Xur6+Hjt37oRMJkNAQIDOGI5ZTd2ZMYbNbPm3vRg7OzscOnQI+fn56NOnD5ycnLB582ZkZGS0eUkeh80k0h8bXTKo278eEK3mkKG0fEDffkOmIca1PnDgAHr37g0nJyds2bIFmZmZcHd317lNfvgS6U8IgcWLF2PgwIH4z3/+g+PHjyM8PByPPPKI1uV/vxYXFwe1Wi1NpaUcw5XoTtjoElErDzzwAAoKCnDs2DFMnz4dc+bMafO6X374mgf/hDQMYwyb2fJvezGHDx/GgQMHkJaWht/85jcYO3YsduzYgV69euGDDz7QuV8Om0mkPza6ZFB2rX6+fQ4ZSssH9O0NqCHGtXZxccGwYcMwceJEvPvuu+jZsyfeffddndvkhy91Z8YYNtPHxwdyuVwrRqPRICcnR4q5cePWGOP29tofw/b29mhu5l3/3QlHabBsbHSJuqmWD+ivvvpKmmeIca11aW5u1roJhszPNm4jNo2ODJu5Zs0aKf5Ow2ba2dnh+eefx2uvvYb9+/fjzJkzmDdvHjw9PaUb3oKDg9G3b1/Mnz8fp06dwvfff4/ly5fj4sWLCAvjzU3dSfk1Ph3NklnUI4CJSD+xsbGYP38+AKCoqAj/8z//0+oDevDgwUhMTARw6wN6ypQp2LRpE8LCwpCWloaTJ09KQ/XV1NTg9ddfx8yZMzFo0CBUVlYiOTkZly9fxuzZs81zkKTT56fKzJ2C1YiIiEBFRQXi4+OhVCoRGBjYatjMpqYmKb5l2MxVq1Zh5cqV8PX11Ro2EwBeeukl1NTUYOHChaiursbkyZORkZEBJycnALe+kcnIyMArr7yCBx98EA0NDRg5ciQ+++yzNm/8JONrbNL/7GxNXdOdg8hsOLwYGdTtw7KkLwrGeO9+ZsrGNmzcuBHLly+Hg4MDAgMDsXXrVigUCgDA1KlT4e3tjffff1+KT09Px6pVq1BcXAxfX1+sX78eM2bMAADU1tbiiSeeQE5ODiorK9G/f3+MHz8eq1atwvjx4zuUD2vNNEbGZ6Cm/pcPWA5xZFyW+L62xJy6u6/PV+Kpd/V7QM6ffuOD+EdGGCkj22Po9zXP6JJRvX+smI2ukS1cuBDLly9HRUVFq18KX375Zav42bNnt3l21snJCXv37jVGmkREFq+mvlHvda7W8LIuS8ZrdMmoqm/UmzsFIiKiDnnn6I96r/NZAS8jsmRsdImIiIgA/FR1w9wpkIGx0SUi6oZs4uYKIhOruMbLEKwNG10iIiIiskpsdImIiIjIKrHRJSIiIiKrxEaXiIiIiKwSG10yqm/LNOZOgYiIiGwUG10yquobDeZOgYiIiGwUG10iIiIiskpsdImIiIi6QH2T315aKja6RETdkOATI4gsxs36JnOnQG1go0tEREQ2T3Thr8cm/uVpsTrV6CYnJ8Pb2xtOTk5QKBQ4fvx4u/Hp6enw8/ODk5MT/P39cfDgQWlZQ0MDXn75Zfj7+8PFxQWenp6YN28eysrKtLZRVVWFJ598Eq6urnBzc0N0dDSuX7/emfSJiIiItJy+pO70up8VXDZgJmRIeje6u3fvRmxsLBISEpCXl4eAgACEhoaivLxcZ/yxY8cQGRmJ6Oho5OfnIzw8HOHh4SgsLAQA3LhxA3l5eVi9ejXy8vKwd+9eFBUVYebMmVrbefLJJ/Htt98iMzMTBw4cwNGjR7Fw4cJOHDIZy9Xrup8R3pW/komIiEzhel1jp9f9uabegJmQIend6G7evBkLFixAVFQURowYgZSUFDg7O2PXrl0649966y1Mnz4dy5cvx/Dhw7F27VqMHTsW27dvBwDIZDJkZmZizpw5uP/++zFx4kRs374dubm5KCkpAQCcPXsWGRkZ+J//+R8oFApMnjwZ27ZtQ1paWqszv2Q+IZu/0jn/4BmliTMhsn43G3hNIJEhdaXRVWl0n+gh89Or0a2vr0dubi5CQkJ+2YC9PUJCQpCdna1znezsbK14AAgNDW0zHgDUajXs7Ozg5uYmbcPNzQ3jxo2TYkJCQmBvb4+cnByd26irq4NGo9GayLh+bmPM3N0nS02cCZF10/WBfPicygyZEFmPt7/8odPr7j/Fk26WSq9Gt7KyEk1NTfDw8NCa7+HhAaVS91k7pVKpV3xtbS1efvllREZGwtXVVdrGwIEDteJ69uyJfv36tbmdxMREyGQyafLy8urQMRIRWbrkIxdazfvT+yfNkAmR9fj5Bi8/sEYWNepCQ0MD5syZAyEE3n777S5tKy4uDmq1WppKS3lWkYisg1Jda+4UiKzOT1dvmDsFMoKe+gS7u7ujR48eUKm0vyJTqVSQy+U615HL5R2Kb2lyf/rpJxw+fFg6m9uyjdtvdmtsbERVVVWb+3V0dISjo2OHj42M5/LP/OVBZEif5vMObyKijtDrjK6DgwOCgoKQlZUlzWtubkZWVhaCg4N1rhMcHKwVDwCZmZla8S1N7vnz53Ho0CH079+/1Taqq6uRm5srzTt8+DCam5uhUCj0OQQygx8qasydAhEREdkgvc7oAkBsbCzmz5+PcePGYcKECUhKSkJNTQ2ioqIAAPPmzcPgwYORmJgIAFi6dCmmTJmCTZs2ISwsDGlpaTh58iR27twJ4FaT+/jjjyMvLw8HDhxAU1OTdN1tv3794ODggOHDh2P69OlYsGABUlJS0NDQgJiYGMydOxeenp6Gei2IiIiIyIro3ehGRESgoqIC8fHxUCqVCAwMREZGhnTDWUlJCeztfzlRPGnSJKSmpmLVqlVYuXIlfH19sW/fPowaNQoAcPnyZezfvx8AEBgYqLWvI0eOYOrUqQCAjz/+GDExMXjooYdgb2+PWbNmYevWrZ05ZiIiIiKyAXo3ugAQExODmJgYncu+/PLLVvNmz56N2bNn64z39vbu0AMF+vXrh9TUVL3yJCIiIiLbZVGjLhARERERGQobXSIiK1HLp6UREWlho0tEZCVKqjiUX2clJyfD29sbTk5OUCgUOH78eLvx6enp8PPzg5OTE/z9/XHw4EGt5UIIxMfHY9CgQejVqxdCQkJw/vz5Vtv54osvoFAo0KtXL/Tt2xfh4eGGPCwim8dGl4iIbNru3bsRGxuLhIQE5OXlISAgAKGhoa3Gb29x7NgxREZGIjo6Gvn5+QgPD0d4eDgKCwulmPXr12Pr1q1ISUlBTk4OXFxcEBoaitraXx728cknn+Dpp59GVFQUTp06hf/+97944oknjH68RLaEjS4REdm0zZs3Y8GCBYiKisKIESOQkpICZ2dn7Nq1S2f8W2+9henTp2P58uUYPnw41q5di7Fjx2L79u0Abp3NTUpKwqpVq/Doo49i9OjR+PDDD1FWVoZ9+/YBuPXQo6VLl2LDhg1YtGgR7rvvPowYMQJz5swx1WGTgWlqG8ydAunARpeIiGxWfX09cnNzERISIs2zt7dHSEgIsrOzda6TnZ2tFQ8AoaGhUvzFixehVCq1YmQyGRQKhRSTl5eHy5cvw97eHmPGjMGgQYPwhz/8Qeus8O3q6uqg0Wi0JrIctfW8Rt4SsdElIiKbVVlZiaamJmks+BYeHh7Sw4tup1Qq241v+be9mB9//BEAsGbNGqxatQoHDhxA3759MXXqVFRVVencb2JiImQymTR5eXnpebREtoeNLhGRlWhoajZ3CtRBzc23/l+98sormDVrFoKCgvDee+/Bzs4O6enpOteJi4uDWq2WptLSUlOmbNV+utr1R9Vn/3jVAJmQobHRJSKyEv93go2Pvtzd3dGjRw+oVCqt+SqVCnK5XOc6crm83fiWf9uLGTRoEABgxIgR0nJHR0cMHToUJSUlOvfr6OgIV1dXrYkM43L1zS5vo0h5zQCZkKGx0SUishLl1+rMnUK34+DggKCgIGRlZUnzmpubkZWVheDgYJ3rBAcHa8UDQGZmphTv4+MDuVyuFaPRaJCTkyPFBAUFwdHREUVFRVJMQ0MDiouLcc899xjs+KiD7vyA1jtq6sBTXsn0OvUIYCIiImsRGxuL+fPnY9y4cZgwYQKSkpJQU1ODqKgoAMC8efPg7u4uxS9duhRTpkzBpk2bEBYWhrS0NJw8eRI7d+4EANjZ2eH555/Ha6+9Bl9fX/j4+GD16tXw9PSUxsl1dXXFokWLkJCQAC8vL9xzzz3YsGEDAGD27NmmfQEI//5OdeegO/jgWDHi/jDcANmQIbHRJSKyEg1NPKPUGREREaioqEB8fDyUSiUCAwORkZEh3UxWUlKCpqZf7qifNGkSUlNTsWrVKqxcuRK+vr7Yt28fRo0aJcW89NJLqKmpwcKFC1FdXY3JkycjIyMDTk5OUsyGDRvQs2dPPP3007h58yYUCgUOHz6Mvn37mu7gCQDw9YXKLm+jtoHXyFsiOyFs41y7RqOBTCaDWq3mdU1G8F2ZBjO2/qfN5cXrwkyYjW2xtPe2peVjjbxXfNHmMtaacVji+9oSc+quHtz0JX6s6PoNaay/rjP0+5rX6JJB/Hyj3twpEBERdYohmlyyTGx0iYi6kf89rvuOfCIiao2NLlE398477wAABg4cCIVCgePHj7cbn56eDj8/Pzg5OcHf3x8HDx6UljU0NODll1+Gv78/XFxc4OnpiXnz5qGsrMyox0AdF7f3jLlTICLqNtjokkFcq200dwo2affu3Vi5ciUA4OjRowgICEBoaCjKy8t1xh87dgyRkZGIjo5Gfn4+wsPDER4eLj129MaNG8jLy8Pq1auRl5eHvXv3oqioCDNnzjTZMRERERkKG10yiLe/+qHd5RfKr5soE9uyefNmzJ8/HwDg5+eHlJQUODs7Y9euXTrj33rrLUyfPh3Lly/H8OHDsXbtWowdOxbbt28HAMhkMmRmZmLOnDm4//77MXHiRGzfvh25ubltDmJPlqXyOsfSJSJqwUaXDKL6Djej1Tdy2BVDq6+vR25uLqZOnSrNs7e3R0hICLKzs3Wuk52djZCQEK15oaGhbcYDgFqthp2dHdzc3HQur6urg0aj0ZrIfO5Ui0REtoSNLhnET1dvtLu8sExtokxsR2VlJZqamjBw4ECt+R4eHlAqlTrXUSqV0tigHYmvra3Fyy+/jMjIyDaHeUlMTIRMJpMmLy+vThwNERGR4XWq0U1OToa3tzecnJy6fPMLAOzduxfTpk1D//79YWdnh4KCglbbmDp1Kuzs7LSmRYsWdSZ9MoOX9pw2dwqkp4aGBsyZMwdCCLz99tttxsXFxUGtVktTaWmpCbMkIiJqm96N7u7duxEbG4uEhATk5eV1+eYXAKipqcHkyZPx5ptvtrvvBQsW4MqVK9K0fv16fdMnshru7u7o0aNHq9pTqVSQy+U615HL5VCpVHeMb2lyf/rpJ2RmZrY7aLejoyNcXV21JiIiIkugd6O7efNmLFiwAFFRURgxYkSXb34BgKeffhrx8fGtrh28nbOzM+RyuTTxA5VsmYODA4KCgvDVV19J85qbm5GVlYXg4GCd6wQHByMrK0trXmZmplZ8S5N7/vx5HDp0CP379zfOARARWRkbedhst6JXo9ty88uvG1Jj3PzSlo8//hju7u4YNWoU4uLicONG+9eFkmmwsM0nNjYWH3zwAQCgqKgIzz33HGpqahAVFQUAmDdvHuLi4qT4pUuXIiMjA5s2bcK5c+ewZs0anDx5EjExMQBuNbmPP/44Tp48iY8//hhNTU1QKpVQKpWor+dNTt1BfSPrkchcqmr4e9LS9NQnuOXmF103s5w7d07nOvre/NKWJ554Avfccw88PT1x+vRpvPzyyygqKsLevXt1xtfV1aGu7pdhdngnuPGcucwbzcwlIiICpaWlWL58OSZPnozAwEBkZGRINVdSUgJ7+1/+np00aRJSU1OxatUqrFy5Er6+vti3bx9GjRoFALh8+TL2798PAAgMDNTa15EjR7RGeCDL9H8nS7Fm5khzp0FEZBH0anTNaeHChdJ/+/v7Y9CgQXjooYfwww8/4N57720Vn5iYiFdffdWUKdqs63V8WIQ5LVy4EMuXL0dFRUWry3m+/PLLVvGzZ8/G7NmzdW7L29ubZ+i7OZ5RItKPIX/nNTbz96el0evShZabXzpyM0uLjt78oi+FQgEAuHDhgs7lvBOciIiI7sSQ30p+foqPS7c0ejW6LTe//PpmFkPc/NIZLUOQDRo0SOdy3glOREREd1LbYLgHGl2r5TeclkbvSxdiY2Mxf/58jBs3DhMmTEBSUlKrm18GDx6MxMREALdufpkyZQo2bdqEsLAwpKWl4eTJk9i5c6e0zaqqKpSUlKCs7NZfQkVFRQAgja7www8/IDU1FTNmzED//v1x+vRpLFu2DL/73e8wevToLr8IREREZJsamwzX6N6oZ6NrafQeXiwiIgIbN25EfHw8AgMDUVBQ0OrmlytXrkjxLTe/7Ny5EwEBAdizZ4/WzS8AsH//fowZMwZhYWEAgLlz52LMmDFISUkBcOtM8qFDhzBt2jT4+fnhhRdewKxZs/D555936eDJMM6rrncorrahyciZEBER6efj4yUG29Y7/7losG2RYXTqZrSYmBhpOKLb6XvzCwA888wzeOaZZ9pc7uXlpTVWKFmWj775qUNxJVU3cJ9HHyNnQ0RE1HE/VtSYOwUyok49ApiIiIjIGtQ38ttGa8ZGl4jIinBwIyL9/MAzulaNjS6ZDIdnJSIiIlNio0tEZEXszJ0AEZEFYaNLJmPHT2AiIiIyITa6RERWpKTqhrlTICKyGGx0qcuKKzt2IT/H0SUyvoLSanOnQERkMdjoUpc1NnfsLrN/dHC8XSIiIiJDYKNLJsNngBMREZEpsdElIiKbl5ycDG9vbzg5OUGhUOD48ePtxqenp8PPzw9OTk7w9/fHwYMHtZYLIRAfH49BgwahV69eCAkJwfnz53Vuq66uDoGBgbCzs0NBQYGhDomIwEaXiIhs3O7duxEbG4uEhATk5eUhICAAoaGhKC8v1xl/7NgxREZGIjo6Gvn5+QgPD0d4eDgKCwulmPXr12Pr1q1ISUlBTk4OXFxcEBoaitra2lbbe+mll+Dp6Wm04yOyZWx0iYjIpm3evBkLFixAVFQURowYgZSUFDg7O2PXrl0649966y1Mnz4dy5cvx/Dhw7F27VqMHTsW27dvB3DrbG5SUhJWrVqFRx99FKNHj8aHH36IsrIy7Nu3T2tb//znP/Hvf/8bGzduNPZhkomobzaYOwX6FTa6RERks+rr65Gbm4uQkBBpnr29PUJCQpCdna1znezsbK14AAgNDZXiL168CKVSqRUjk8mgUCi0tqlSqbBgwQJ89NFHcHZ2vmOudXV10Gg0WhNZnuYO3qBNpsFGl4iIbFZlZSWamprg4eGhNd/DwwNKpVLnOkqlst34ln/bixFC4JlnnsGiRYswbty4DuWamJgImUwmTV5eXh1aj0yLba5lYaNLRERkYtu2bcO1a9cQFxfX4XXi4uKgVqulqbS01IgZ2obzqmsG3+ah71QG3yZ1HhtdMhnBP3OJyMK4u7ujR48eUKm0mxOVSgW5XK5zHblc3m58y7/txRw+fBjZ2dlwdHREz549MWzYMADAuHHjMH/+fJ37dXR0hKurq9ZEXWOM62krrtcZfJvUeWx0iYjIZjk4OCAoKAhZWVnSvObmZmRlZSE4OFjnOsHBwVrxAJCZmSnF+/j4QC6Xa8VoNBrk5ORIMVu3bsWpU6dQUFCAgoICaXiy3bt34/XXXzfoMVLbGpoMfwbmeh3HjLckPc2dANmOc0reOEFElic2Nhbz58/HuHHjMGHCBCQlJaGmpgZRUVEAgHnz5sHd3V2KX7p0KaZMmYJNmzYhLCwMaWlpOHnyJHbu3AkAsLOzw/PPP4/XXnsNvr6+8PHxwerVq+Hp6Ynw8HAAwJAhQ7Ry6N27NwDg3nvvxd13322CoyYA+EeO4Z/Y+faXP+Dl6X4G3y51DhtdMpniqzfMnQIRUSsRERGoqKhAfHw8lEolAgMDkZGRId1MVlJSgqamJil+0qRJSE1NxapVq7By5Ur4+vpi3759GDVqlBTz0ksvoaamBgsXLkR1dTUmT56MjIwMODk5mfz4qG0l/FyyenZC2MaVkxqNBjKZDGq1mtc1GZj3ii86HFu8LsyImdgmS3tvW1o+1qYj9cY6MzxLfF9bYk7dzbjXMlF5vd7g22UNdp6h39e8RpeIiIhskjGaXLIsnWp0Df1M8L1792LatGno379/m8/6rq2txeLFi9G/f3/07t0bs2bNanVHKxERERFRC70bXWM8E7ympgaTJ0/Gm2++2eZ+ly1bhs8//xzp6en46quvUFZWhj/+8Y/6pk9ERERENkLvRtfQzwQHgKeffhrx8fGtHqnYQq1W491338XmzZvx4IMPIigoCO+99x6OHTuGb775Rt9DICIiIiIboFeja4xngndEbm4uGhoatLbj5+eHIUOGtLkdPhOciIiIyLbp1ega45ngHaFUKuHg4AA3N7cOb4fPBCcia3Oh3PCPKyUismZWO+oCnwlORNbmcnWtuVMgIupW9HpghDGeCd4Rcrkc9fX1qK6u1jqr2952HB0d4ejo2OF9EBERERmCEAJ2dnbmToOg5xldYzwTvCOCgoJw1113aW2nqKgIJSUlem2HiIiIyNg0NxvNnQL9f3o/ArgjzwQfPHgwEhMTAdz5meAAUFVVhZKSEpSVlQG41cQCt87kyuVyyGQyREdHIzY2Fv369YOrqyuWLFmC4OBgTJw4scsvAhEREZGhCNjEQ2e7Bb0b3Y48E9ze/pcTxR15Jvj+/fulRhkA5s6dCwBISEjAmjVrAABbtmyBvb09Zs2ahbq6OoSGhmLHjh2dOmgiIiKybRfKrxtt21lnyzEr6G6jbZ86Tu9GFwBiYmIQExOjc9mXX37Zat7s2bMxe/bsNrf3zDPP4Jlnnml3n05OTkhOTkZycrI+qRIRERG1or5pvMf/llXfNNq2ST9WO+oCERERUVsOnL5itG3v/M+PRts26YeNLhEREdmc3J9+Ntq2r9XyZjRLwUaXqBtLTk6Gv78/AODBBx/E8ePH241PT0+Hn58fnJyc4O/vj4MHD2ot37t3L6ZNm4b+/fvDzs4OBQUFxkqdiMisTl9SmzsFMgE2ukTd1O7duxEbG4uXX34ZADBq1CiEhoaivLxcZ/yxY8cQGRmJ6Oho5OfnIzw8HOHh4SgsLJRiampqMHnyZLz55psmOQYiIiJjYqNL1E1t3rwZCxYswFNPPQUASEpKgrOzM3bt2qUz/q233sL06dOxfPlyDB8+HGvXrsXYsWOxfft2Kebpp59GfHw8QkJCTHIMRERExsRGl6gbqq+vR25urlZDam9vj5CQEGRnZ+tcJzs7u1UDGxoa2mZ8R9XV1UGj0WhNZBxCcGxOIiJ9sNEl6oYqKyvR1NQkjV/dwsPDA0qlUuc6SqVSr/iOSkxMhEwmkyYvL68ubY+IiMhQ2OgSUZfExcVBrVZLU2lpqblTIiIiAtDJB0YQkXm5u7ujR48eUKlUGDlypDRfpVJBLpfrXEcul0OlUmnNay++oxwdHeHo6NilbRARWRshBOzs7Mydhs3jGV2ibsjBwQFBQUHIysqS5jU3NyMrKwvBwcE61wkODtaKB4DMzMw248ny8Apdou6jpr7J3CkQeEaXqNuKjY3F/PnzpTO6y5YtQ01NDaKiogAA8+bNw+DBg5GYmAgAWLp0KaZMmYJNmzYhLCwMaWlpOHnyJHbu3Clts6qqCiUlJSgrKwMAFBUVAbh1NrirZ36JiCyFKW7sbGxqNvo+6M54Rpeom4qIiMDGjRvxxhtvAADOnDmDjIwM6YazkpISXLnyyyMuJ02ahNTUVOzcuRMBAQHYs2cP9u3bh1GjRkkx+/fvx5gxYxAWFgYAmDt3LsaMGYOUlBQTHhkRkXGdvXLN6Pv44ozxHjFMHcczukTdWExMDObNmweZTIbDhw/D1dVVWvbll1+2ip89ezZmz57d5vaeeeYZPPPMM0bIlIjIctQ2Gv+yguobDUbfB90Zz+gSERGRTdmbd8no+0g+csHo+6A7Y6NLRNRN3OTNLUQGcV513ej7uMF6tQhsdImIuom/H/3R3ClYreTkZHh7e8PJyQkKhQLHjx9vNz49PR1+fn5wcnKCv78/Dh48qLVcCIH4+HgMGjQIvXr1QkhICM6fPy8tLy4uRnR0NHx8fNCrVy/ce++9SEhIQH19vVGOj7TlXKwydwpkImx0iYi6CaX6prlTsEq7d+9GbGwsEhISkJeXh4CAAISGhqK8vFxn/LFjxxAZGYno6Gjk5+cjPDwc4eHhKCwslGLWr1+PrVu3IiUlBTk5OXBxcUFoaChqa2sBAOfOnUNzczP+/ve/49tvv8WWLVuQkpKClStXmuSYiWwFG10iIrJpmzdvxoIFCxAVFYURI0YgJSUFzs7O2LVrl874t956C9OnT8fy5csxfPhwrF27FmPHjsX27dsB3Dqbm5SUhFWrVuHRRx/F6NGj8eGHH6KsrAz79u0DAEyfPh3vvfcepk2bhqFDh2LmzJl48cUXsXfvXlMdNpFNYKNLRNRNmGDoT5tTX1+P3NxchISESPPs7e0REhKC7OxsnetkZ2drxQNAaGioFH/x4kUolUqtGJlMBoVC0eY2AUCtVqNfv35tLq+rq4NGo9GaiKh9bHSJiMhmVVZWoqmpSRp/uoWHhweUSqXOdZRKZbvxLf/qs80LFy5g27ZtePbZZ9vMNTExETKZTJq8vLzaPzgiYqNLRERkTpcvX8b06dMxe/ZsLFiwoM24uLg4qNVqaSotLTVhlkTdU6caXVPfnQoA3t7esLOz05rWrVvXmfSJiLolXrlgeO7u7ujRowdUKpXWfJVK1eZjr+VyebvxLf92ZJtlZWV44IEHMGnSJK3Hcevi6OgIV1dXrYmI2qd3o2uOu1Nb/O1vf8OVK1ekacmSJfqmT0REJHFwcEBQUBCysrKkec3NzcjKykJwcLDOdYKDg7XiASAzM1OK9/HxgVwu14rRaDTIycnR2ubly5cxdepUBAUF4b333oO9Pb9ktTbNzfzz1Nz0ripz3J3aok+fPpDL5dLk4uKi/xETERH9SmxsLN555x188MEHOHv2LJ577jnU1NQgKioKADBv3jysWbNGil+6dCkyMjKwadMmnDt3DmvWrMHJkycRExMDALCzs8Pzzz+P1157Dfv378eZM2cwb948eHp6Ijw8HMAvTe6QIUOwceNGVFRUQKlUtnkNL3VPpnjUMLVPr0bX3Henrlu3Dv3798eYMWOwYcMGNDY2tpkr704lIqKOiIiIwMaNGxEfH4/AwEAUFBQgIyNDupmspKRE6zKESZMmITU1FTt37kRAQAD27NmDffv2YdSoUVLMSy+9hCVLlmDhwoUYP348rl+/joyMDDg5OQG4dQb4woULyMrKwt13341BgwZJExmXKc+y1jc2m2xfpFtPfYLbuzv13LlzOtcx1N2pf/3rXzF27Fj069cPx44dQ1xcHK5cuYLNmzfr3G9iYiJeffVVfQ6PiIhsVExMjHRG9nZffvklNBoNUlNTpXmzZ8/G7Nmz29yenZ0d/va3v+Fvf/ubzuXPPPMMnnnmmS7lTJ1zVmm6E18HzyjxhGKIyfZHrenV6JpTbGys9N+jR4+Gg4MDnn32WSQmJsLR0bFVfFxcnNY6Go2GQ7EQUbfGcXSJuk59o8Fk+7r08w2T7Yt00+vSBXPfnfprCoUCjY2NKC4u1rmcd6cSERHR7Xb9t9hk+9rx5Q8m2xfppleja867U29XUFAAe3t7DBw4UJ9DIAO7UH7N3CkQ2Qw7O3NnQNT9HSnSPUoUWSe9L12IjY3F/PnzMW7cOEyYMAFJSUmt7k4dPHgwEhMTAdy6O3XKlCnYtGkTwsLCkJaWhpMnT0rjBf767lRfX1/4+Phg9erVWnenZmdnIycnBw888AD69OmD7OxsLFu2DE899RT69u1roJeCOqOqxnRfARHZOl66QNR1TRzyy6bo3ehGRESgoqIC8fHxUCqVCAwMbHV36q/HAmy5O3XVqlVYuXIlfH19dd6dWlNTg4ULF6K6uhqTJ0/WujvV0dERaWlpWLNmDerq6uDj44Nly5ZpXYNL5iH4yUtkQqw3IiJ9dOpmtDvdnXq7rt6dOnbsWHzzzTedSZWIyIrw2gUiIn3wMSzUJXa8aJDIhHhGl4hIH2x0iYi6icrr9eZOgahbM8f1uT/XsG7NiY0udQmv0SUiou7is4LLJt/nir2nTb5P+gUbXSIiIrIJsf93yuT7/Ne3qjsHkdGw0aUu4TW6REREZKnY6BIRERGRVWKjS11SU9do7hSIiIjuyJz3lNyo52elubDRpS75+1H9nuP909UaI2VCRETUtu+uaMy27z25l8y2b1vHRpe6pPqGfo8AbmhqNlImREREbXvvv8Vm23fC/m/Ntm9bx0aXiIiIrJ45z6pyJE7zYaNLXcLiJSIiIkvFRpe6RPCRpERERGSh2OgSERERkVVio0tEREREVomNLnVJTV2TXvG8ppeIiGxRUzM/AM2BjS51yeXqm3rFHz5XbqRMiKjF1et15k6ByKJYwsONyvT8vCTDYKNLJvVtmfkG7CayFdU39RvfmsjaFVvAw4qOFPFEjzmw0SUiIiKrln7S/E8m25z5vblTsElsdMmkeIUSERGZ2vvHis2dgt5PEiXDYKNLRERERFaJjS6ZVIkFXCdFREREtqFTjW5ycjK8vb3h5OQEhUKB48ePtxufnp4OPz8/ODk5wd/fHwcPHtRaLoRAfHw8Bg0ahF69eiEkJATnz5/XiqmqqsKTTz4JV1dXuLm5ITo6GtevX+9M+mRGpy6pzZ2C1XnnnXcAAAMHDjRZPZJla2ziRUL64ucakXXSu9HdvXs3YmNjkZCQgLy8PAQEBCA0NBTl5brvJjx27BgiIyMRHR2N/Px8hIeHIzw8HIWFhVLM+vXrsXXrVqSkpCAnJwcuLi4IDQ1FbW2tFPPkk0/i22+/RWZmJg4cOICjR49i4cKFnThkIuuxe/durFy5EgBw9OhRk9UjWbY9uaXmTqFb4eeadatvbDZ3CpLya/w9amp2Qug3hL9CocD48eOxfft2AEBzczO8vLywZMkSrFixolV8REQEampqcODAAWnexIkTERgYiJSUFAgh4OnpiRdeeAEvvvgiAECtVsPDwwPvv/8+5s6di7Nnz2LEiBE4ceIExo0bBwDIyMjAjBkzcOnSJXh6et4xb41GA5lMBrVaDVdX11bLz6uu4WIlv1bX18KPcvVeZ+fTQUbIxLoFeLnBw9Wp1XyFQoGAgAC88847UKvV6N27t9Hr8U7uVGt5JT+j8hrHee0MfeqNddZxf42cgftGBSLmlTcwaZg7nO+yb1VHv35fL1iwoFt8rh39vgK1Dfo91McadeZzyphYm4CdnR1+P8JD57I7va/11VOf4Pr6euTm5iIuLk6aZ29vj5CQEGRnZ+tcJzs7G7GxsVrzQkNDsW/fPgDAxYsXoVQqERISIi2XyWRQKBTIzs7G3LlzkZ2dDTc3N+mXAQCEhITA3t4eOTk5eOyxx1rtt66uDnV1v3yYajTtj9/6Sd5lpHz1Q7sxZBiW9kunO9jx5FjM8B+kNa+lHpcuXSpdvmCKerydvrW2Les8jhRVtBtDXcc66xjR1ICSwlOoGjYDpz/KRdYLU3DvgN5W8bm24pPTKFPzDKKlYW0Cd/Www/nXZ5hkX3o1upWVlWhqaoKHh3YX7uHhgXPnzulcR6lU6oxXKpXS8pZ57cUMHDhQO/GePdGvXz8p5naJiYl49dVXO3hkwGA3J4wd4tbheLolr6Ra73X4OuvPzfmuVvNa6vH22jB2Pd5O31obNrA31HygQad0tN6GDewNVye9fr3brJvVlSgRzRg+1Av9h7jBseetK/qs4XNt1GAZ5LLW3wTZms58ThkTPwOBnvamGwvBan8TxsXFaf3FrdFo4OXl1Wb808HeeDrY2wSZEVkXfWvtlbARpkiLqEPKysow+BVg3azRCA4ONnc67dK31nbOG9fmMiJboVdL7e7ujh49ekClUmnNV6lUkMvlOteRy+Xtxrf8e6eY228KaGxsRFVVVZv7dXR0hKurq9ZEZE1a6vH22jB2Pd6OtUbdGT/XiKybXo2ug4MDgoKCkJWVJc1rbm5GVlZWm38JBwcHa8UDQGZmphTv4+MDuVyuFaPRaJCTkyPFBAcHo7q6Grm5v1zXcvjwYTQ3N0OhUOhzCERWo6Uev/rqK2meKeqRyJrwc43Iygk9paWlCUdHR/H++++L7777TixcuFC4ubkJpVIphBDi6aefFitWrJDi//vf/4qePXuKjRs3irNnz4qEhARx1113iTNnzkgx69atE25ubuKzzz4Tp0+fFo8++qjw8fERN2/elGKmT58uxowZI3JycsTXX38tfH19RWRkZIfzVqvVAoBQq9X6HjKRxWqpRwDi+PHjJqvH9rDWqLvpyOfasmXLpPc1P9eIjMfQ72u9G10hhNi2bZsYMmSIcHBwEBMmTBDffPONtGzKlCli/vz5WvH/93//J+677z7h4OAgRo4cKb744gut5c3NzWL16tXCw8NDODo6ioceekgUFRVpxVy9elVERkaK3r17C1dXVxEVFSWuXbvW4Zz5C4Gs1YYNGwQAk9Zje1hr1B3d6XPtiSee0Hpf83ONyDgM/b7Wexzd7srQ47IRWQpLe29bWj5EhmCJ72tLzImoqwz9vjbd+A5ERERERCZktcOL3a7lxPWdBtgm6m5a3tOW8uUMa42skaXVGcBaI+tk6FqzmUb32rVrANDumINE3dm1a9cgk8nMnQZrjayapdQZwFoj62aoWrOZa3Sbm5tRVlaGPn36wM7OTmdMy+DbpaWlvN6pC/g6Gk5HXkshBK5duwZPT0/Ym/BpM225U63x/WE4fC0N506vpaXVGcBaMyW+loZj6lqzmTO69vb2uPvuuzsUy4G4DYOvo+Hc6bW0lDNMQMdrje8Pw+FraTjtvZaWVGcAa80c+FoajqlqzTL+LCUiIiIiMjA2ukRERERkldjo/oqjoyMSEhLg6Oho7lS6Nb6OhmONr6U1HpO58LU0HGt8La3xmMyFr6XhmPq1tJmb0YiIiIjItvCMLhERERFZJTa6RERERGSV2OgSERERkVVio0tEREREVomN7v+XnJwMb29vODk5QaFQ4Pjx4+ZOyayOHj2KRx55BJ6enrCzs8O+ffu0lgshEB8fj0GDBqFXr14ICQnB+fPntWKqqqrw5JNPwtXVFW5uboiOjsb169e1Yk6fPo3f/va3cHJygpeXF9avX2/sQzO5xMREjB8/Hn369MHAgQMRHh6OoqIirZja2losXrwY/fv3R+/evTFr1iyoVCqtmJKSEoSFhcHZ2RkDBw7E8uXL0djYqBXz5ZdfYuzYsXB0dMSwYcPw/vvvG/vw9MZa08ZaMxzWmjbWmjbWmmF0uzoTJNLS0oSDg4PYtWuX+Pbbb8WCBQuEm5ubUKlU5k7NbA4ePCheeeUVsXfvXgFAfPrpp1rL161bJ2Qymdi3b584deqUmDlzpvDx8RE3b96UYqZPny4CAgLEN998I/7zn/+IYcOGicjISGm5Wq0WHh4e4sknnxSFhYXif//3f0WvXr3E3//+d1MdpkmEhoaK9957TxQWFoqCggIxY8YMMWTIEHH9+nUpZtGiRcLLy0tkZWWJkydPiokTJ4pJkyZJyxsbG8WoUaNESEiIyM/PFwcPHhTu7u4iLi5Oivnxxx+Fs7OziI2NFd99953Ytm2b6NGjh8jIyDDp8baHtdYaa81wWGu/YK21xlozjO5WZ2x0hRATJkwQixcvln5uamoSnp6eIjEx0YxZWY7bfyE0NzcLuVwuNmzYIM2rrq4Wjo6O4n//93+FEEJ89913AoA4ceKEFPPPf/5T2NnZicuXLwshhNixY4fo27evqKurk2Jefvllcf/99xv5iMyrvLxcABBfffWVEOLWa3fXXXeJ9PR0Kebs2bMCgMjOzhZC3PoFbW9vL5RKpRTz9ttvC1dXV+n1e+mll8TIkSO19hURESFCQ0ONfUgdxlprH2vNsFhrrLW2sNYMx9LrzOYvXaivr0dubi5CQkKkefb29ggJCUF2drYZM7NcFy9ehFKp1HrNZDIZFAqF9JplZ2fDzc0N48aNk2JCQkJgb2+PnJwcKeZ3v/sdHBwcpJjQ0FAUFRXh559/NtHRmJ5arQYA9OvXDwCQm5uLhoYGrdfTz88PQ4YM0Xo9/f394eHhIcWEhoZCo9Hg22+/lWJ+vY2WGEt5H7PW9Mda6xrWGmuto1hrnWfpdWbzjW5lZSWampq0XmwA8PDwgFKpNFNWlq3ldWnvNVMqlRg4cKDW8p49e6Jfv35aMbq28et9WJvm5mY8//zz+M1vfoNRo0YBuHWsDg4OcHNz04q9/fW802vVVoxGo8HNmzeNcTh6Ya3pj7XWeaw11po+WGud0x3qrKdeR0REXbJ48WIUFhbi66+/NncqRFaNtUZkfN2hzmz+jK67uzt69OjR6m5AlUoFuVxupqwsW8vr0t5rJpfLUV5errW8sbERVVVVWjG6tvHrfViTmJgYHDhwAEeOHMHdd98tzZfL5aivr0d1dbVW/O2v551eq7ZiXF1d0atXL0Mfjt5Ya/pjrXUOa421pi/Wmv66S53ZfKPr4OCAoKAgZGVlSfOam5uRlZWF4OBgM2ZmuXx8fCCXy7VeM41Gg5ycHOk1Cw4ORnV1NXJzc6WYw4cPo7m5GQqFQoo5evQoGhoapJjMzEzcf//96Nu3r4mOBliyZAk+/vjjdmMaGxvh7+/fqug6QgiBmJgYfPrppzh8+DB8fHy0lgcFBeGuu+7Sej2LiopQUlKi9XqeOXNG65dsZmYmXF1dMWLECCnm19toibGU9zFrTX+sNf2w1m5hrenP2mrNmLpdnel/f531SUtLE46OjuL9998X3333nVi4cKFwc3PTuhvQ1ly7dk3k5+eL/Px8AUBs3rxZ5Ofni59++kkIcWsYFjc3N/HZZ5+J06dPi0cffVTnMCxjxowROTk54uuvvxa+vr5aw7BUV1cLDw8P8fTTT4vCwkKRlpYmnJ2dTToMS1lZmRg6dKhobGzUmn/s2DFhZ2cn1q5dK83bsmWLiI2N1Xsfzz33nJDJZOLLL78UV65ckaYbN25IMYsWLRJDhgwRhw8fFidPnhTBwcEiODhYWt4yFMu0adNEQUGByMjIEAMGDNA5FMvy5cvF2bNnRXJyskUOecRa02artTZlyhTh6OgoXFxchIuLi5g+fboUy1rrOtZaa7ZSa8bW3eqMje7/t23bNjFkyBDh4OAgJkyYIL755htzp2RWR44cEQBaTfPnzxdC3BqKZfXq1cLDw0M4OjqKhx56SBQVFWlt4+rVqyIyMlL07t1buLq6iqioKHHt2jWtmFOnTonJkycLR0dHMXjwYLFu3TpTHaIQQog333xTLFu2TGteU1OTUCgUYsKECVqN7pUrV8SAAQNEfX29XvvQ9ToCEO+9954Uc/PmTfGXv/xF9O3bVzg7O4vHHntMXLlyRWs7xcXF4g9/+IPo1auXcHd3Fy+88IJoaGjQijly5IgIDAwUDg4OYujQoVr7sBSsNW22WmtTpkwRH330kc5Y1pphsNa02UqtGVt3qzO7/580kU168MEHsWTJEjz22GPSvJSUFJw9exZqtRrDhg3DqlWrpGX3338/3n//fX79R6Sn22tt6tSp+POf/4ynnnpKZzxrjYgMweav0bUEeXl5mDlzJvr16wdnZ2eMGjUKW7duNcm+X3/9ddjZ2UnDghjDiRMnEBMTg5EjR8LFxQVDhgzBnDlz8P333xttnx115swZ+Pr6Sj9fvXoVSUlJePXVV3XG+/n54fTp06ZKjwyMtWY+t9caACxbtgwDBgzA73//+1Z1xVojIkPg8GJm9u9//xuPPPIIxowZg9WrV6N379744YcfcOnSJaPv+9KlS3jjjTfg4uJi1P28+eab+O9//4vZs2dj9OjRUCqV2L59O8aOHYtvvvnGqB/8d1JdXY3evXtLP7/yyit4/vnnW43/16JPnz7S4NjUvbDWLKvW1q9fjxEjRqBHjx7Ytm0b/vCHP+DcuXPo06cPANYaERkGG10z0mg0mDdvHsLCwrBnzx7Y25v2BPuLL76IiRMnoqmpCZWVlUbbT2xsLFJTU7WeFBMREQF/f3+sW7cO//jHP4y27zuRyWS4fv06ACA/Px8nTpxAcnJym/HXrl2DTCYzVXpkIKw1y6o1AJgwYYL03y+99BJ27dqFb775Br///e8BsNaIyDB46YIZpaamQqVS4fXXX4e9vT1qamrQ3NysFXPz5k34+fnBz89P60kgVVVVGDRoECZNmoSmpiYAtz4Ynn/+eXh7e8PR0REDBw7E73//e+Tl5bXa99GjR7Fnzx4kJSXpzG3NmjWws7PDuXPnMGfOHLi6uqJ///5YunQpamtr9TrOSZMmaX3wAoCvry9GjhyJs2fP6rWtjpg5cyaCgoKQmpqKwMBA9OrVC97e3tiyZUurWH9/f5w/fx4A8NVXX6GoqAiDBw+GXC7H7t278eabbyIqKkqKLyoqgr+/v8FzJuNirVlWrelib2+PX98ywlojIkNgo2tGhw4dgqurKy5fvoz7778fvXv3hqurK5577jnpA65Xr1744IMPcOHCBbzyyivSuosXL4Zarcb777+PHj16AAAWLVqEt99+G7NmzcKOHTvw4osvolevXq0+4JqamrBkyRL8+c9/vuMHyZw5c1BbW4vExETMmDEDW7duxcKFC7t87EIIqFQquLu7d3lbtztz5gxKS0sRExODmTNnYuPGjejbty9iY2PxxRdfaMVOnz5deqLLwoULceHCBRQUFKCgoAAzZ87E4sWLpQ9tlUqFq1evaj3nnLoH1ppl1Vp1dTUyMzNRV1eH+vp6bNmyBVVVVdJYpKw1IjIYvcdpIIMZPXq0cHZ2Fs7OzmLJkiXik08+EUuWLBEAxNy5c7Vi4+LihL29vTh69KhIT08XAERSUpJWjEwmE4sXL77jfrdv3y5kMpkoLy8XQtwa5mfkyJFaMQkJCQKAmDlzptb8v/zlLwKAOHXqVGcOWfLRRx8JAOLdd9/t0nZup9FohJ2dnXB1dRVnz56V5peXl4tevXppjXcohBCXL1/WOY6uEELMnz9fa3ixpKSkVkORUffAWrOsWisvLxdBQUGid+/eom/fvuKBBx4Qubm5UixrjYgMhY2uGQ0dOlQAEIsWLdKa/+yzzwoA4vvvv5fm1dXVCX9/f+Hj4yMGDBggpkyZIpqbm7XWu+eee8S4cePE5cuX29xnZWWl6Nevn9i4caM0r70P33/9619a88+ePSsAiMTERL2P99fbcHV1FcHBwTobzK7Izs4WAMQbb7zRatnYsWPF5MmTW81fvHix+Pjjj9vdbkNDgxg1alSrcQCpe2CtsdaIyDbx0gUzanlWc2RkpNb8J554AgCQnZ0tzXNwcMCuXbtw8eJFXLt2De+99x7s7Oy01lu/fj0KCwvh5eWFCRMmYM2aNfjxxx+1YlatWoV+/fphyZIlHcrx9uGA7r33Xtjb26O4uLhD699OqVQiLCwMMpkMe/bskb4Kbkt9fT2USqXW1HKdpC5nzpwBADz99NM6l+u663379u3Sa96Wnj174syZM1b3rHJbwVpjrRGRbWKja0aenp4AAA8PD635AwcOBAD8/PPPWvP/9a9/AQBqa2t13tQxZ84c/Pjjj9i2bRs8PT2xYcMGjBw5Ev/85z8BAOfPn8fOnTvx17/+FWVlZSguLkZxcTFqa2vR0NCA4uJiVFVVtZvz7R/4+lCr1fjDH/6A6upqZGRkSMffnmPHjmHQoEFaU2lpaZvxhYWF6NevH+6++26t+bW1tfjuu+8wevToTudP3RdrjbVGRDbK3KeUbdmKFSsEAJGVlaU1PysrSwDQ+orv1KlTwsHBQURFRYkxY8YILy8vUV1d3e72VSqVGDx4sPjNb34jhGj78Ye/npYuXSqEMPzXqTdv3hS//e1vhbOzszh27FiH16uqqhKZmZla06+fO367Bx54QAwYMKDV/B07dggANv8ITFvFWrsz1hoRWSM2umaUl5cnAIgnnnhCa35kZKTo2bOndP1ffX29GDNmjPD29hYajUbrg7hFY2Ojzg/j8ePHi3HjxgkhhKioqBCffvppq2nkyJFiyJAh4tNPPxWnT58WQtz5BpmCgoIOH2djY6OYOXOm6Nmzp/jiiy86vF5nDBgwoNU1l+Xl5cLLy0uEhoYadd9kuVhrhsdaI6LugA+MMKMxY8bgT3/6E3bt2oXGxkZMmTIFX375JdLT0xEXFyd93fjaa6+hoKAAWVlZ6NOnD0aPHo34+HisWrUKjz/+OGbMmIFr167h7rvvxuOPP46AgAD07t0bhw4dwokTJ7Bp0yYAgLu7O8LDw1vl0TK+p65lFy9exMyZMzF9+nRkZ2fjH//4B5544gkEBAR0+DhfeOEF7N+/H4888giqqqpaDVrf1rPu9aVSqVBRUYHRo0fj4YcfxuLFi3Hz5k0kJyejqakJu3btMsh+qPthrd3CWiMim2PuTtvW1dfXizVr1oh77rlH3HXXXWLYsGFiy5Yt0vLc3FzRs2dPsWTJEq31Ghsbxfjx44Wnp6f4+eefRV1dnVi+fLkICAgQffr0ES4uLiIgIEDs2LHjjjm0dyf4d999Jx5//HHRp08f0bdvXxETE9Pu15ltbR/tfIVrKJmZmQKAOH78uPjzn/8sZDKZcHV1FREREaKkpMRg+6HuibXGWiMi22MnxK8eRUP0/61ZswavvvoqKioqjDLQvDEkJSXhxRdfRE1NDRwdHc2dDlGHsNaIiIyHoy6Q1Thz5gyGDh3KD14iI2OtEVF3wWt0qdOamppQUVHRbkzv3r3Ru3dvk+RTWFiI4cOHm2RfRKbEWiMi6hw2utRppaWl8PHxaTcmISEBa9asMXouQgh8++23eOCBB4y+LyJTY60REXUOr9GlTqutrcXXX3/dbszQoUMxdOhQE2VEZJ1Ya0REncNGl8iCJScnY8OGDVAqlQgICMC2bdswYcKENuPT09OxevVqFBcXw9fXF2+++SZmzJghLd+7dy9SUlKQm5uLqqoq5OfnIzAwUFpeVVWFhIQE/Pvf/0ZJSQkGDBiA8PBwrF27FjKZzJiHSkREZHA2c+lCc3MzysrK0KdPny49WpPIVD755BPExsZiy5YtGDduHHbs2IFp06YhNzcXAwYMkOKEELh27RqKi4sRGRmJxMREPPzww0hNTUV4eDjy8vIwatQoAEBNTQ0mT56MOXPmYMGCBa32WVZWhrKyMmzcuBEjRozATz/9hEWLFqGsrAx79uzpUN6sNbJGLXXm6ekJe3vex03UXdjMGd1Lly7By8vL3GkQGc3DDz8MIQQOHDggzZs4cSICAwORkpKiFVtcXAwfH59WZ3R1SU9Px1NPPYWamhr07Hnnv41Za2TNSktLcffdd5s7DSLqIJs5o9unTx8At35Jubq6mjkbovbV19dDLpfjww8/xMMPPyzNX7RoEdRqNf73f/9XmqfRaODl5YWCggK88MILWtsJDQ3Fvn37upSLWq2Gq6trm01uXV0d6urqpJ9b/nZmrZE1aamzls8SIuoebKbRbfkK1dXVlR++ZPHKysrQ1NQEHx8frffr3XffjR9++EHne1ilUsHDw0NrnoeHB5RKZafzqKysxNq1a7Fw4cI2YxITE/Hqq6+2ms9aI2vEy3GIuhdeaEREOmk0GoSFhWHEiBHtDlsVFxcHtVotTaWlpaZLkoiIqB02c0aXqDtxd3dHjx49oFKptOarVCrI5XKd63h4eOgV355r165h+vTp6NOnDz799FPcddddbcY6OjryCVlERGSReEaXyAI5ODggKCgIWVlZ0rzm5mZkZWUhODhY5zrjx4/XigeAzMzMNuPbotFoMG3aNDg4OGD//v1wcnLS/wCIiIgsAM/oElmo2NhYzJ8/H+PGjcOECROQlJSEmpoaREVFAQDmzZuHwYMHIy4uDgDw3HPPYcaMGdi0aRPCwsKQlpaGkydPYufOndI2q6qqUFJSgrKyMgBAUVERAEAul0Mul0tN7o0bN/CPf/wDGo0GGo0GADBgwAD06NHDlC8BERFRl7DRJbJQERERqKioQHx8PJRKJQIDA5GRkSHdcFZSUqI1nqdCoUBqaipWrVqFlStXwtfXF/v27ZPG0AWA/fv3S40yAMydOxfAL4+PzcvLQ05ODgBg2LBhWvlcvHgR3t7exjpcIiIig7OZcXQ1Gg1kMpk0VBIZjxACV9S18HTrZe5UbIKlvbctLR9rVt/YjMrrdaw1E+D7mqh74hldMjifuIMAgEcDPfHW3DFmzobIet236p8AgGd/NxRxM4abORsiIsvDm9HIaD4rKDN3CkRW678XKqX//vvRH82YCRGR5WKjS0TUDT31bo65UyAisnhsdImIuiHbuLuCiKhr2OiSQZ0qrTZ3CkQ2qaqm3twpEBFZHDa6ZFBVN/hhS2QOP12tMXcKREQWp1ONbnJyMry9veHk5ASFQoHjx4+3G5+eng4/Pz84OTnB398fBw8elJY1NDTg5Zdfhr+/P1xcXODp6Yl58+ZJA9q38Pb2hp2dnda0bt26zqRPRlShqdP6ubmZ368SmcLHOSXmToGIyOLo3eju3r0bsbGxSEhIQF5eHgICAhAaGory8nKd8ceOHUNkZCSio6ORn5+P8PBwhIeHo7CwEABw48YN5OXlYfXq1cjLy8PevXtRVFSEmTNnttrW3/72N1y5ckWalixZom/6ZGRvZZ3X+vm7KxozZUJkW04WV5k7BSIii6N3o7t582YsWLAAUVFRGDFiBFJSUuDs7Ixdu3bpjH/rrbcwffp0LF++HMOHD8fatWsxduxYbN++HQAgk8mQmZmJOXPm4P7778fEiROxfft25ObmoqRE+wxFnz59pEeVyuVyuLi4dOKQyZgampq1fuYNM0SmUXz1hrlTICKyOHo1uvX19cjNzUVISMgvG7C3R0hICLKzs3Wuk52drRUPAKGhoW3GA4BarYadnR3c3Ny05q9btw79+/fHmDFjsGHDBjQ2NuqTPpmAprZB6+dmdrpEBsdLgoiIOkavJ6NVVlaiqakJHh4eWvM9PDxw7tw5nesolUqd8UqlUmd8bW0tXn75ZURGRmo9ZvGvf/0rxo4di379+uHYsWOIi4vDlStXsHnzZp3bqaurQ13dL9eLajT8Ct0Uahu0z+h+VlCGAC838yRDZKWyf7xq7hSIiLoFi3oEcENDA+bMmQMhBN5++22tZbGxsdJ/jx49Gg4ODnj22WeRmJgIR0fHVttKTEzEq6++avScqX1FKv6BQWRo12775oSIiHTT69IFd3d39OjRAyqVSmu+SqWCXC7XuY5cLu9QfEuT+9NPPyEzM1PrbK4uCoUCjY2NKC4u1rk8Li4OarVamkpLS+9wdERE3cO7X180dwpERN2CXo2ug4MDgoKCkJWVJc1rbm5GVlYWgoODda4THBysFQ8AmZmZWvEtTe758+dx6NAh9O/f/465FBQUwN7eHgMHDtS53NHREa6urloTmV59Y/Odg4hIL+fLr5s7BSKibkHvSxdiY2Mxf/58jBs3DhMmTEBSUhJqamoQFRUFAJg3bx4GDx6MxMREAMDSpUsxZcoUbNq0CWFhYUhLS8PJkyexc+dOALea3Mcffxx5eXk4cOAAmpqapOt3+/XrBwcHB2RnZyMnJwcPPPAA+vTpg+zsbCxbtgxPPfUU+vbta6jXgozgRPHP5k6ByOpU3+ClC0REHaF3oxsREYGKigrEx8dDqVQiMDAQGRkZ0g1nJSUlsLf/5UTxpEmTkJqailWrVmHlypXw9fXFvn37MGrUKADA5cuXsX//fgBAYGCg1r6OHDmCqVOnwtHREWlpaVizZg3q6urg4+ODZcuWaV23S0RERET0a3ZC2Mb4TxqNBjKZDGq1mpcxGJH3ii9azSteF2aGTGyHpb23LS0fa6SrzgDWmjHxfU3UPXXqEcBERGR5frpaY+4UiIgsChtdIiIrUcebP4mItLDRJSKyEmevcNxqIqJfY6NLRGQlMgp1P3GSiMhWsdElIrISV2vqzZ0CEZFFYaNLZMGSk5Ph7e0NJycnKBQKHD9+vN349PR0+Pn5wcnJCf7+/jh48KDW8r1792LatGno378/7OzsUFBQ0GobtbW1WLx4Mfr374/evXtj1qxZrZ5uSJbp+MUqc6dARGRR2OgSWajdu3cjNjYWCQkJyMvLQ0BAAEJDQ1FeXq4zPicnB5GRkYiOjkZ+fj7Cw8MRHh6OwsJCKaampgaTJ0/Gm2++2eZ+ly1bhs8//xzp6en46quvUFZWhj/+8Y8GPz4iIiJj4zi6ZFAcR9dwFAoFxo8fj+3btwO49bhtLy8vLFmyBCtWrJDiWt7bjz32GOrr63HgwAFp2cSJExEYGIiUlBStbRcXF8PHxwf5+flaD2pRq9UYMGAAUlNT8fjjjwMAzp07h+HDhyM7OxsTJ068Y96sNeNS32xAwKv/bnM56804+L4m6p54RpfIAtXX1yM3NxchISHSPHt7e4SEhCA7O1vnOidOnNCKB4DQ0NA243XJzc1FQ0OD1nb8/PwwZMiQNrdTV1cHjUajNZHx5JXwsdpERB3FRpfIAlVWVqKpqUl6tHYLDw8PKJW676xXqVR6xeuiVCrh4OAANze3Dm8nMTERMplMmry8vDq8P9JfXUOTuVMgIuo22OgSUZfExcVBrVZLU2lpqblTsmrv/OeiuVMgIuo2epo7ASJqzd3dHT169Gg12oFKpYJcLte5joeHh17xusjlctTX16O6ulrrrG5723F0dISjo2OH90Fd89PVG+ZOgYio2+AZXSIL5ODggKCgIGRlZUnzmpubkZWVheDgYJ3rjB8/XiseADIzM9uM1yUoKAh33XWX1naKiopQUlKi13bIeCqv15k7BSKiboNndMlgLpRfM3cKViU2Nhbz58/HuHHjMGHCBCQlJaGmpgZRUVEAgHnz5mHw4MGIi4sDADz33HOYMWMGNm3ahLCwMKSlpeHkyZPYuXOntM2qqiqUlJSgrKwMwK0mFrh1Jlcul0MmkyE6OhqxsbHo168fXF1dsWTJEgQHB3doxAUiIiJLwkaXDOZyda25U7AqERERqKioQHx8PJRKJQIDA5GRkSHdcFZSUgJ7+1++lFEoFEhNTcWqVauwcuVK+Pr6Yt++fRg1apQUs3//fqlRBoC5c+cCABISErBmzRoAwJYtW2Bvb49Zs2ahrq4OoaGh2LFjhwmOmAyhuVnA3t7O3GkQEVkEjqNLBvPV9xWYv6v1k7s4rqdxWdp729LysTa6xqr+tcxlv4OvRx8TZWM7+L4m6p54jS4RkRWpbWg2dwpERBaDjS4RkRX5OOcnc6dARGQx2OgSEVmR71W8KZSIqAUbXTKYvJ90P5r0el2jiTMhsl15JdXmToGIyGKw0SWDST+p+4lYxZU1Js6EyDo1NdvEvcNERAbDRpeIqJv45ser5k6BiKhbYaNLRNRNnLmsNncKRETdChtdIqJu4u9f/WDuFIiIuhU2ukRE3cTPNxrMnQIRUbfCRpcM5hpHVyAiIiIL0qlGNzk5Gd7e3nBycoJCocDx460f+/pr6enp8PPzg5OTE/z9/XHw4EFpWUNDA15++WX4+/vDxcUFnp6emDdvHsrKyrS2UVVVhSeffBKurq5wc3NDdHQ0rl+/3pn0yUiu1epudL84c8XEmRDZtpKrN8ydAhGRRdC70d29ezdiY2ORkJCAvLw8BAQEIDQ0FOXl5Trjjx07hsjISERHRyM/Px/h4eEIDw9HYWEhAODGjRvIy8vD6tWrkZeXh71796KoqAgzZ87U2s6TTz6Jb7/9FpmZmThw4ACOHj2KhQsXduKQydS+LdOYOwUim3L6crW5UyAisgh2Qgi9BmZUKBQYP348tm/fDgBobm6Gl5cXlixZghUrVrSKj4iIQE1NDQ4cOCDNmzhxIgIDA5GSkqJzHydOnMCECRPw008/YciQITh79ixGjBiBEydOYNy4cQCAjIwMzJgxA5cuXYKnp+cd89ZoNJDJZFCr1XB1ddXnkKmDvFd8oXP+7+4bgA//NMHE2dgOS3tvW1o+1qStGrvd1PsH4P0o1pwh8X1N1D3pdUa3vr4eubm5CAkJ+WUD9vYICQlBdna2znWys7O14gEgNDS0zXgAUKvVsLOzg5ubm7QNNzc3qckFgJCQENjb2yMnJ0fnNurq6qDRaLQmIiJb8GVRhblTICKyCHo1upWVlWhqaoKHh4fWfA8PDyiVSp3rKJVKveJra2vx8ssvIzIyUvqrWalUYuDAgVpxPXv2RL9+/drcTmJiImQymTR5eXl16BiJiCzRzfomc6dARNTtWNSoCw0NDZgzZw6EEHj77be7tK24uDio1WppKi3V/XhaIqLuIPenn82dAhFRt9NTn2B3d3f06NEDKpVKa75KpYJcLte5jlwu71B8S5P7008/4fDhw1rXQMnl8lY3uzU2NqKqqqrN/To6OsLR0bHDx0bGU9vAM1FEXfVZwWVzp0BE1O3odUbXwcEBQUFByMrKkuY1NzcjKysLwcHBOtcJDg7WigeAzMxMrfiWJvf8+fM4dOgQ+vfv32ob1dXVyM3NleYdPnwYzc3NUCgU+hwCmcHxi1XmToGo2/vsVNmdg4iISIteZ3QBIDY2FvPnz8e4ceMwYcIEJCUloaamBlFRUQCAefPmYfDgwUhMTAQALF26FFOmTMGmTZsQFhaGtLQ0nDx5Ejt37gRwq8l9/PHHkZeXhwMHDqCpqUm67rZfv35wcHDA8OHDMX36dCxYsAApKSloaGhATEwM5s6d26ERF4iIurv6xmZzp0BE1O3o3ehGRESgoqIC8fHxUCqVCAwMREZGhnTDWUlJCeztfzlRPGnSJKSmpmLVqlVYuXIlfH19sW/fPowaNQoAcPnyZezfvx8AEBgYqLWvI0eOYOrUqQCAjz/+GDExMXjooYdgb2+PWbNmYevWrZ05ZiIiIiKyAXqPo9tdcQxE42tvjM/idWEmzMS2WNp729LysRYdHUO3xX9eegBe/ZyNlI3t4fuaqHuyqFEXiIjIMGrqdT+Sm4jIlrDRJbJgycnJ8Pb2hpOTExQKBY4fP95ufHp6Ovz8/ODk5AR/f38cPHhQa7kQAvHx8Rg0aBB69eqFkJAQnD9/Xivm+++/x6OPPgp3d3e4urpi8uTJOHLkiMGPjYwr7TiHVCQiYqNLZKF2796N2NhYJCQkIC8vDwEBAQgNDW011F6LnJwcREZGIjo6Gvn5+QgPD0d4eDgKCwulmPXr12Pr1q1ISUlBTk4OXFxcEBoaitraWinm4YcfRmNjIw4fPozc3FwEBATg4YcfbvPhLGSZSqtumDsFIiKz4zW6ZDC8RtewFAoFxo8fj+3btwO4NZSfl5cXlixZghUrVkhxLe/txx57DPX19Thw4IC0bOLEiQgMDERKSgqEEPD09MQLL7yAF198EcCtx217eHjg/fffx9y5c1FZWYkBAwbg6NGj+O1vfwsAuHbtGlxdXZGZmdnqcd66sNaMQ99rdAHWnSHxfU3UPfGMLpEFqq+vR25urlZjaW9vj5CQEGRnZ+tc58SJE60a0dDQUCn+4sWLUCqVWjEymQwKhUKK6d+/P+6//358+OGHqKmpQWNjI/7+979j4MCBCAoK0rnfuro6aDQarYmIiMgSsNElskCVlZVoamqShu1r4eHh0eYlBCqVqt34ln/bi7Gzs8OhQ4eQn5+PPn36wMnJCZs3b0ZGRgb69u2rc7+JiYmQyWTS5OXlpf8BU7t4GQIRUeew0SUiiRACixcvxsCBA/Gf//wHx48fR3h4OB555BFcuXJF5zpxcXFQq9XSVFrKm6AMrfRnNrpERJ3BRpfIArm7u6NHjx5QqVRa81UqFeRyuc51PDw82o1v+be9mMOHD+PAgQNIS0vDb37zG4wdOxY7duxAr1698MEHH+jcr6OjI1xdXbUmMqyr1+vNnQIRUbfERpfIAjk4OCAoKAhZWVnSvObmZmRlZSE4OFjnOuPHj9eKB4DMzEwp3sfHB3K5XCtGo9EgJydHirlx49aZw18/3bDl5+ZmPoLWXJKPXDB3CkRE3RIbXSILFRsbi3feeQcffPABzp49i+eeew41NTWIiooCAMybNw9xcXFS/HPPPYeMjAxs2rQJ586dw5o1a3Dy5EnExMQAuHX97fPPP4/XXnsN+/fvx5kzZzBv3jx4enoiPDwcABAcHIy+ffti/vz5OHXqFL7//nssX74cFy9eRFgY7+A3l/pG/pFBRNQZPc2dABHpFhERgYqKCsTHx0OpVCIwMBAZGRnSzWQlJSVaZ14VCgVSU1OxatUqrFy5Er6+vti3bx9GjRolxbz00kuoqanBwoULUV1djcmTJyMjIwNOTk4Abl0ykZGRgVdeeQUPPvggGhoaMHLkSHz22WcICAgw7QtAkh8ra8ydAhFRt8RxdMlgOI6ueVjae9vS8rEGnRlDF2DdGRLf10TdEy9dICIiIiKrxEaXiMhKVd/gaA1EZNvY6BIRWalrtY3mToGIyKzY6BIRWSnbuAODiKhtbHSJiKzUV+crzJ0CEZFZsdElIrJSRUqNuVMgIjIrNrpkEDfqeS0gkaVp5qULRGTj2OiSQeSXVJs7BSK6TWpOiblTICIyKza6RERERGSV2OgSERERkVVio0tEZMEam5rNnQIRUbfFRpeIyILll1abOwUiom6LjS4RkQXjQx+IiDqvU41ucnIyvL294eTkBIVCgePHj7cbn56eDj8/Pzg5OcHf3x8HDx7UWr53715MmzYN/fv3h52dHQoKClptY+rUqbCzs9OaFi1a1Jn0yQia+WlMZBSsLSKiztO70d29ezdiY2ORkJCAvLw8BAQEIDQ0FOXl5Trjjx07hsjISERHRyM/Px/h4eEIDw9HYWGhFFNTU4PJkyfjzTffbHffCxYswJUrV6Rp/fr1+qZPRvJZQVm7y8uv1ZooEyLr8knuJXOnQETUbend6G7evBkLFixAVFQURowYgZSUFDg7O2PXrl0649966y1Mnz4dy5cvx/Dhw7F27VqMHTsW27dvl2KefvppxMfHIyQkpN19Ozs7Qy6XS5Orq6u+6ZORnCiuand55bV6E2VCZF0Ky/h0MyKiztKr0a2vr0dubq5WQ2pvb4+QkBBkZ2frXCc7O7tVAxsaGtpmfHs+/vhjuLu7Y9SoUYiLi8ONGzfajK2rq4NGo9GaiIiIiMh29NQnuLKyEk1NTfDw8NCa7+HhgXPnzulcR6lU6oxXKpV6JfrEE0/gnnvugaenJ06fPo2XX34ZRUVF2Lt3r874xMREvPrqq3rtg4jI0hQp+Uc6EVFn6dXomtPChQul//b398egQYPw0EMP4YcffsC9997bKj4uLg6xsbHSzxqNBl5eXibJlYjIUJp5LxoRUafp1ei6u7ujR48eUKlUWvNVKhXkcrnOdeRyuV7xHaVQKAAAFy5c0NnoOjo6wtHRsUv7ICIiIqLuS69rdB0cHBAUFISsrCxpXnNzM7KyshAcHKxzneDgYK14AMjMzGwzvqNahiAbNGhQl7ZDRERERNZJ70sXYmNjMX/+fIwbNw4TJkxAUlISampqEBUVBQCYN28eBg8ejMTERADA0qVLMWXKFGzatAlhYWFIS0vDyZMnsXPnTmmbVVVVKCkpQVnZrSGqioqKAEAaXeGHH35AamoqZsyYgf79++P06dNYtmwZfve732H06NFdfhGo63662vaNgQBws6HJRJkQ0a/VNTbBsWcPc6dBRGQWeg8vFhERgY0bNyI+Ph6BgYEoKChARkaGdMNZSUkJrly5IsVPmjQJqamp2LlzJwICArBnzx7s27cPo0aNkmL279+PMWPGICwsDAAwd+5cjBkzBikpKQBunUk+dOgQpk2bBj8/P7zwwguYNWsWPv/88y4dPJnOP775ydwpdEuGfjiLEALx8fEYNGgQevXqhZCQEJw/f77Vdr744gsoFAr06tULffv2RXh4uCEPi0yo4lqduVMgIjIbOyFs47E7Go0GMpkMarWa4+8agfeKL9pdHjJ8IP5n/ngTZWMddu/ejXnz5iElJQUKhQJJSUlIT09HUVERBg4cKMW1vLf//e9/4w9/+AMSExPx8MMPIzU1FW+++Sby8vKkPyzffPNNJCYm4oMPPoCPjw9Wr16NM2fO4LvvvoOTkxMA4JNPPsGCBQvwxhtv4MEHH0RjYyMKCwsxZ86cDuXNWjOsO9XWnXz98gO4u6+zgbKxXXxfE3VPbHTJINjoGp5CocD48eOlh6s0NzfDy8sLS5YswYoVK6S4lvf2Y489hvr6ehw4cEBaNnHiRAQGBiIlJQVCCHh6euKFF17Aiy++CABQq9Xw8PDA+++/j7lz56KxsRHe3t549dVXER0d3am8WWuGxUbXMvB9TdQ96X3pAhEZX2ceznLixIl2H85y8eJFKJVKrRiZTAaFQiHF5OXl4fLly7C3t8eYMWMwaNAg/OEPf9B6ZPft+HAWy3aqVG3uFIiIzIaNLpEFau/hLG09bEWlUrUb3/JvezE//vgjAGDNmjVYtWoVDhw4gL59+2Lq1KmoqtL9mOfExETIZDJp4njVluVOj+cmIrJmbHSJSNLc3AwAeOWVVzBr1iwEBQXhvffeg52dHdLT03WuExcXB7VaLU2lpaWmTJmIiKhNbHTJJGzjSnDD6czDWTw8PNqNb/m3vZiWcalHjBghLXd0dMTQoUNRUlKic7+Ojo5wdXXVmshy1Dc1mzsFIiKzYaNLJpF1rtzcKXQrnXk4y/jx49t9OIuPjw/kcrlWjEajQU5OjhQTFBQER0dHaSxrAGhoaEBxcTHuuecegx0fmU5qju4/UIiIbIHeD4wgItPo6MNZ4uLiAADPPfccZsyY0ebDWezs7PD888/jtddeg6+vrzS8mKenpzROrqurKxYtWoSEhAR4eXnhnnvuwYYNGwAAs2fPNv2LQERE1AVsdIksVEREBCoqKhAfHw+lUonAwMBWD2ext//lSxmFQoHU1FSsWrUKK1euhK+vb6uHs7z00kuoqanBwoULUV1djcmTJyMjI0MaQxcANmzYgJ49e+Lpp5/GzZs3oVAocPjwYfTt29d0B09ERGQAHEeXDKIjY30WrwszQSa2x9Le25aWT3fX1XF0AdaeIfB9TdQ98RpdIiILVVp1w9wpEBF1a2x0iYgslEpTa+4UiIi6NTa6RERERGSV2OgSEVmoZpu4g4KIyHjY6BIRWai9eZfMnQIRUbfGRpeIyEJ9W6YxdwpERN0aG10iIiIiskpsdImILJSmtsHcKRARdWtsdImILNRPVzmOLhFRV7DRJSIiIiKrxEaXiIiIiKwSG10iIiIiskpsdImIrNzPNfXmToGIyCzY6BIRWbm6xmZzp0BEZBZsdImIiIjIKrHRJSKycvU8o0tENqpTjW5ycjK8vb3h5OQEhUKB48ePtxufnp4OPz8/ODk5wd/fHwcPHtRavnfvXkybNg39+/eHnZ0dCgoKWm2jtrYWixcvRv/+/dG7d2/MmjULKpWqM+kTEdmUPXmXzJ0CEZFZ6N3o7t69G7GxsUhISEBeXh4CAgIQGhqK8vJynfHHjh1DZGQkoqOjkZ+fj/DwcISHh6OwsFCKqampweTJk/Hmm2+2ud9ly5bh888/R3p6Or766iuUlZXhj3/8o77pExHZnJv1jeZOgYjILPRudDdv3owFCxYgKioKI0aMQEpKCpydnbFr1y6d8W+99RamT5+O5cuXY/jw4Vi7di3Gjh2L7du3SzFPP/004uPjERISonMbarUa7777LjZv3owHH3wQQUFBeO+993Ds2DF88803+h4CGdgPFdfNnQIRERFRK3o1uvX19cjNzdVqSO3t7RESEoLs7Gyd62RnZ7dqYENDQ9uM1yU3NxcNDQ1a2/Hz88OQIUPa3E5dXR00Go3WRMah0tSaOwUiasc3P1aZOwUiIrPQq9GtrKxEU1MTPDw8tOZ7eHhAqVTqXEepVOoV39Y2HBwc4Obm1uHtJCYmQiaTSZOXl1eH90dEZE3OXFabOwUiIrOw2lEX4uLioFarpam0tNTcKRERERGRCenV6Lq7u6NHjx6tRjtQqVSQy+U615HL5XrFt7WN+vp6VFdXd3g7jo6OcHV11ZqIuhtDj3AihEB8fDwGDRqEXr16ISQkBOfPn9e5rbq6OgQGBrY5EgoREZGl06vRdXBwQFBQELKysqR5zc3NyMrKQnBwsM51goODteIBIDMzs814XYKCgnDXXXdpbaeoqAglJSV6bYeoO9F3hJOcnJw7jnCyfv16bN26FSkpKcjJyYGLiwtCQ0NRW9v6OuuXXnoJnp6eRjs+al9p1Q1zp0BE1O3pfelCbGws3nnnHXzwwQc4e/YsnnvuOdTU1CAqKgoAMG/ePMTFxUnxS5cuRUZGBjZt2oRz585hzZo1OHnyJGJiYqSYqqoqFBQU4LvvvgNwq4ktKCiQrr+VyWSIjo5GbGwsjhw5gtzcXERFRSE4OBgTJ07s0gtAXXejrsncKVglfUc4efvtt9sd4UQIgaSkJKxatQqPPvooRo8ejQ8//BBlZWXYt2+f1rb++c9/4t///jc2btxo7MOkNpRfqzN3CkRE3Z7ejW5ERAQ2btyI+Ph4BAYGoqCgABkZGdINZyUlJbhy5YoUP2nSJKSmpmLnzp0ICAjAnj17sG/fPowaNUqK2b9/P8aMGYOwsDAAwNy5czFmzBikpKRIMVu2bMHDDz+MWbNm4Xe/+x3kcjn27t3b6QMnw9n5nx87FFdcWWPkTKxHZ0Y4OXHiRLsjnFy8eBFKpVIrRiaTQaFQaG1TpVJhwYIF+Oijj+Ds7GzIwyIiIjKpnp1ZKSYmRuuM7K99+eWXrebNnj0bs2fPbnN7zzzzDJ555pl29+nk5ITk5GQkJyfrkyqZQFVNfYfi6pv4GNKOam+Ek3PnzulcR6VStTvCScu/7cUIIfDMM89g0aJFGDduHIqLi++Ya11dHerqfjn7yKH8DKOkin8YEhF1ldWOukBE+tu2bRuuXbumdfnRnXAoP+P4KPsnc6dARNTtsdElskCdGeHEw8Oj3fiWf9uLOXz4MLKzs+Ho6IiePXti2LBhAIBx48Zh/vz5OvfLofyIiMhSsdElskCdGeFk/Pjx7Y5w4uPjA7lcrhWj0WiQk5MjxWzduhWnTp1CQUEBCgoKpOHJdu/ejddff13nfjmUn3H8yGvaiYi6rFPX6BL9WnOzMHcKVik2Nhbz58/HuHHjMGHCBCQlJbUa4WTw4MHSZQbPPfccZsyYgU2bNiEsLAxpaWk4efIkdu7cCQCws7PD888/j9deew2+vr7w8fHB6tWr4enpifDwcADAkCFDtHLo3bs3AODee+/F3XffbaIjJwCovtFg7hSIiLo9NrrUZR0983Sy+Gfc59HHyNlYj4iICFRUVCA+Ph5KpRKBgYGtRjixt//lSxmFQoHU1FSsWrUKK1euhK+vb6sRTl566SXU1NRg4cKFqK6uxuTJk5GRkQEnJyeTHx8REZGx2QkhbOJ0nEajgUwmg1qt5lerBua94osOxf1hlBxvPxVk5Gxsj6W9ty0tn+6qo3XVUcXrwgy6PVvD9zVR98RrdImIbMDV63wABRHZHja6REQ2oInX0hORDWKjS0RkA2rq+ahuIrI9bHSJiGzAJ7mXzJ0CEZHJsdElk/lnodLcKRDZrEZeukBENoiNLhGRDdh9osTcKRARmRwbXSIiG/AzH0BBRDaIjS4RkYWxkeHNiYiMjo0uEZGF+bZMY+4UiIisAhtdIiILU9fYbO4UiIisAhtdIiILk3acN44RERkCG10iIgvDSxeIiAyDjS4RkYX57gobXSIiQ2CjS0RERERWiY0uEZGNuFbLsXSJyLaw0SUishHX6xrNnQIRkUmx0SUishGfFZSZOwUiIpNio0tEZCP+9a3S3CkQEZkUG10iIhuRX1Jt7hSIiEyqU41ucnIyvL294eTkBIVCgePHj7cbn56eDj8/Pzg5OcHf3x8HDx7UWi6EQHx8PAYNGoRevXohJCQE58+f14rx9vaGnZ2d1rRu3brOpE9EZLEu/XzD3CkQEVkNvRvd3bt3IzY2FgkJCcjLy0NAQABCQ0NRXl6uM/7YsWOIjIxEdHQ08vPzER4ejvDwcBQWFkox69evx9atW5GSkoKcnBy4uLggNDQUtbW1Wtv629/+hitXrkjTkiVL9E2fDKyxiY8qJTKk8+XXzZ0CEZHV0LvR3bx5MxYsWICoqCiMGDECKSkpcHZ2xq5du3TGv/XWW5g+fTqWL1+O4cOHY+3atRg7diy2b98O4NbZ3KSkJKxatQqPPvooRo8ejQ8//BBlZWXYt2+f1rb69OkDuVwuTS4uLvofMRlUQWm1uVMgsirbss7fOYiIiDpEr0a3vr4eubm5CAkJ+WUD9vYICQlBdna2znWys7O14gEgNDRUir948SKUSqVWjEwmg0KhaLXNdevWoX///hgzZgw2bNiAxkYOlWNuzcLcGVg3U18mVFxcjOjoaPj4+KBXr1649957kZCQgPr6eqMcH7WWx+toiYgMRq9Gt7KyEk1NTfDw8NCa7+HhAaVS9928SqWy3fiWf++0zb/+9a9IS0vDkSNH8Oyzz+KNN97ASy+91GaudXV10Gg0WhNRd6LvZUI5OTldvkzo3LlzaG5uxt///nd8++232LJlC1JSUrBy5UqTHDMZnxD865SIbEe3GXUhNjYWU6dOxejRo7Fo0SJs2rQJ27ZtQ11dnc74xMREyGQyafLy8jJxxkRdo+9lQm+//XaXLxOaPn063nvvPUybNg1Dhw7FzJkz8eKLL2Lv3r2mOmwysp9v8OloRGQ79Gp03d3d0aNHD6hUKq35KpUKcrlc5zpyubzd+JZ/9dkmACgUCjQ2NqK4uFjn8ri4OKjVamkqLS1t99ioc45+X6FXvIaPIO2QzlwmdOLECYNdJvRrarUa/fr168rhkAX5z3n9apaIqDvTq9F1cHBAUFAQsrKypHnNzc3IyspCcHCwznWCg4O14gEgMzNTivfx8YFcLteK0Wg0yMnJaXObAFBQUAB7e3sMHDhQ53JHR0e4urpqTWR4Wed0f43elnJN7Z2DqFOXCalUKoNcJvRrFy5cwLZt2/Dss8+2mSsvE+pePs2/bO4UiIhMpqe+K8TGxmL+/PkYN24cJkyYgKSkJNTU1CAqKgoAMG/ePAwePBiJiYkAgKVLl2LKlCnYtGkTwsLCkJaWhpMnT2Lnzp0AADs7Ozz//PN47bXX4OvrCx8fH6xevRqenp4IDw8HcOuGtpycHDzwwAPo06cPsrOzsWzZMjz11FPo27evgV4KIvq1y5cvY/r06Zg9ezYWLFjQZlxiYiJeffVVE2ZGXfFlEc/oEpHt0LvRjYiIQEVFBeLj46FUKhEYGIiMjAzpLFFJSQns7X85UTxp0iSkpqZi1apVWLlyJXx9fbFv3z6MGjVKinnppZdQU1ODhQsXorq6GpMnT0ZGRgacnJwA3Do7m5aWhjVr1qCurg4+Pj5YtmwZYmNju3r8RBapM5cJeXh4dPgyoUGDBmnFBAYGaq1XVlaGBx54AJMmTZL+KG1LXFycVi1qNBpeE99JpVV8WAQRkSHZCRu5BVej0UAmk0GtVvMyBgPyXvGFXvGpCxSYdK+7kbKxLgqFAhMmTMC2bdsA3LpMaMiQIYiJicGKFSukuJb39mOPPYaGhgZ8/vnn0rJJkyZh9OjRSElJgRACnp6eePHFF/HCCy9I6w4cOBDvv/8+5s6dC+DWmdwHHngAQUFB+Mc//oEePXrolTdrrfP2nyrDX/833+j7KV4XZvR9WBu+r4m6J73P6BJ1RdrxUja6HdTRy4Ti4uIAAM899xxmzJjRpcuELl++jKlTp+Kee+7Bxo0bUVHxy9fc7d0cSobxP//50dwpEBFZFTa6RBZK38uEFApFly8TyszMxIULF3DhwgXcfffdWvnYyJc/ZnX6ktrcKRARWRVeukBdou+lCzMDPLE1coyRsrFNlvbetrR8uhN966mzfnhjBnrY25lkX9aC72ui7qnbPDCCrMO/vtU9jBURmc41jmdNRDaCjS6ZVF1js7lTILJ5h/Uc/5qIqLtio0tEZGO+OH3F3CkQEZkEG10iIhuj7xMNiYi6Kza6REQWoKz6prlTICKyOmx0iYgswPeqa+ZOgYjI6rDRJSKyAO/wYRFERAbHRpeIyAL898JVc6dARGR12OgSEdkgG3lWEBHZODa6REQ26Hpdo7lTICIyOja61GkXynnzDFF3dbL4Z3OnQERkdGx0qdOqb/AxokTdVeZZlblTICIyOja61GkXyq93ar26xiYDZ0JE+krNKTF3CkRERsdGlzrt405+UF76mQPjE/2aSlNr7hSIiKwSG13qtLNXNJ1ar4Y3wRBpOVVabe4UiIisEhtd6rTG5s4NT/TxN/zKlOjX3v7qB3OnQERkldjoksmdulRt7hSILEp+SbW5UyAiskpsdMnkzik5LBmRJahvbDZ3CkRERsVGl4jIRhVfrTF3CkRERsVGl4jIRu36+qK5UyAiMio2ukREZtTcyZs6DSHtRKnZ9k1EZApsdKlTinidLZFB5JXwUbxERMbCRpc6JWF/YZfWL6vmQyOIAGDO37PNnQIRkdXqVKObnJwMb29vODk5QaFQ4Pjx4+3Gp6enw8/PD05OTvD398fBgwe1lgshEB8fj0GDBqFXr14ICQnB+fPntWKqqqrw5JNPwtXVFW5uboiOjsb16517BC113Tc/VnVp/UX/yDVQJtaNtWb9zHjlAgCgoYkjLxCR9dK70d29ezdiY2ORkJCAvLw8BAQEIDQ0FOXl5Trjjx07hsjISERHRyM/Px/h4eEIDw9HYeEvZwTXr1+PrVu3IiUlBTk5OXBxcUFoaChqa395LOaTTz6Jb7/9FpmZmThw4ACOHj2KhQsXduKQyRKcvqQ2dwoWT99ay8nJYa2R3p55r/0/noiIujM7IYRe5xMUCgXGjx+P7du3AwCam5vh5eWFJUuWYMWKFa3iIyIiUFNTgwMHDkjzJk6ciMDAQKSkpEAIAU9PT7zwwgt48cUXAQBqtRoeHh54//33MXfuXJw9exYjRozAiRMnMG7cOABARkYGZsyYgUuXLsHT0/OOeWs0GshkMqjVari6urZafl51DRcrOdTOnQgAz35kuLOxO58OMti2rM1fI2fgvlGBiHnlDQR4uWFAbwedtdby3n7sscdQX19v8bWWV/IzKq/VdfXlsQoLDVhLXZEUEQhnhx7mTsMiTBrmjt6OPVvNv9P7mogsU+tqbkd9fT1yc3MRFxcnzbO3t0dISAiys3VfZ5adnY3Y2FiteaGhodi3bx8A4OLFi1AqlQgJCZGWy2QyKBQKZGdnY+7cucjOzoabm5v0wQsAISEhsLe3R05ODh577LFW+62rq0Nd3S8fphqNpt1j+yTvMlL4GE6Ts5QPeksjmhpQUngKVcNm4PRHudjx5FjM8B/Ubq2dOHECL7zwgtY8S6y1bVnncaSo4o6vAZnO87sLzJ2Cxch6YQp6D+ht7jSI/l979xfbVN3GAfxZt52zLaM7G3OnDtZQMsQX8FWYbNa/FzQOJYqGC7OQhRAjQceF0aASgsSrLWq8WdB4I7tj0UQgUSQu3RBntip7x8bYbEz8MyK0BGbXEqts6/e9wB12xtha7Nbu9PtJFsL5PTv9/Z6cZzwczvlBSZJQo3vlyhWZmJgQXddNx3Vdlx9//HHG7wkEAjPGBwIBY3zy2GwxZWVl5onn5EhJSYkRM11jY6O88847ca5MZJmWJxucWtzxmWoCIn0XQkk7H3M+s2joigwjJv9ZWSFLnZpoBbkiMnutBYPBRVFrlWWFMhodizveyv6XJv/1r25XZZmWn+pppAU1h+9oE1lJQo3uYrJv3z7TneRwOCwVFRW3ja93r5B694oFmBnR3C5evCjL9os0bfuvuN3uVE9nVonW2v4taxZiWkRERIm9jFZaWirZ2dkSDAZNx4PBoDgcjhm/x+FwzBo/+etcMdNfwBkfH5eRkZHbfq6qqmK3201fRIvFndSaruusNSIioikSanQVRZGqqirxer3GsVgsJl6v97Z3ndxutyleRKStrc2Id7lc4nA4TDHhcFh8Pp8R43a7JRQKSU/Pzec529vbJRaLSU1NTSJLIFoU7qTWNm7cyFojIiKaCglqbW2FqqpoaWnB4OAgdu3aBU3TEAgEAAD19fV46623jPjvvvsOOTk5eP/99zE0NISDBw8iNzcX586dM2KampqgaRqOHz+O/v5+bN26FS6XC9Fo1IjZvHkz1q9fD5/Ph87OTqxatQp1dXVxz3t0dBQigtHR0USXTJQS8dba5LX99ddfs9aI5gmva6LFKeFGFwCam5vhdDqhKAqqq6vR3d1tjD3xxBPYsWOHKf7TTz/FPffcA0VRsHbtWnz55Zem8VgshgMHDkDXdaiqik2bNsHv95tirl69irq6OhQWFsJut2Pnzp2IRCJxz5k/pGgxiqfWpl7brDWi+cHrmmhxSngf3cWKeyCSVaXbtZ1u8yFKBl7XRIsT91EhIiIiIkuy7PZi003euJ5rM3uixWbymk6Xf5xhrZEVpVudEVF8MqbRjUQiIiKz7u9JtJhFIhEpKipK9TRYa2Rp6VJnRBSfjHlGNxaLycWLF2XJkiWSlZU1Y8zkRvcXLlzgM1j/AvOYPPHkEoBEIhEpLy8Xmy31TyPNVWu8PpKHuUyeuXKZbnVGRPHJmDu6NptNli9fHlcsN71PDuYxeebKZTrdYYq31nh9JA9zmTyz5TKd6oyI4sO/lhIRERGRJbHRJSIiIiJLYqM7haqqcvDgQVFVNdVTWdSYx+SxYi6tuKZUYS6Th7kksqaMeRmNiIiIiDIL7+gSERERkSWx0SUiIiIiS2KjS0RERESWxEaXiIiIiCyJje4/Dh06JCtWrJC8vDypqamR77//PtVTSqnTp0/LM888I+Xl5ZKVlSXHjh0zjQOQt99+W+6++27Jz88Xj8cjP/30kylmZGREtm/fLna7XTRNkxdffFGuXbtmiunv75fHHntM8vLypKKiQt599935XtqCa2xslI0bN8qSJUukrKxMnnvuOfH7/aaYv/76SxoaGmTp0qVSWFgo27Ztk2AwaIoZHh6WLVu2SEFBgZSVlcnevXtlfHzcFHPq1CnZsGGDqKoqlZWV0tLSMt/LSxhrzYy1ljysNSK6BQitra1QFAWffPIJzp8/j5deegmapiEYDKZ6ailz4sQJ7N+/H59//jlEBEePHjWNNzU1oaioCMeOHUNfXx+effZZuFwuRKNRI2bz5s24//770d3djW+//RaVlZWoq6szxkdHR6HrOrZv346BgQEcOXIE+fn5+PjjjxdqmQuitrYWhw8fxsDAAM6ePYunn34aTqcT165dM2J2796NiooKeL1enDlzBg899BAefvhhY3x8fBzr1q2Dx+NBb28vTpw4gdLSUuzbt8+I+fnnn1FQUIDXXnsNg4ODaG5uRnZ2Nk6ePLmg650Na+1WrLXkYa0R0XRsdAFUV1ejoaHB+P3ExATKy8vR2NiYwlmlj+l/+MZiMTgcDrz33nvGsVAoBFVVceTIEQDA4OAgRAQ//PCDEfPVV18hKysLv//+OwDgww8/RHFxMf7++28j5s0338Tq1avneUWpdfnyZYgIvvnmGwA3cpebm4vPPvvMiBkaGoKIoKurC8CNZshmsyEQCBgxH330Eex2u5G/N954A2vXrjV91gsvvIDa2tr5XlLcWGuzY60lVybXGhHdkPGPLly/fl16enrE4/EYx2w2m3g8Hunq6krhzNLXL7/8IoFAwJSzoqIiqampMXLW1dUlmqbJgw8+aMR4PB6x2Wzi8/mMmMcff1wURTFiamtrxe/3yx9//LFAq1l4o6OjIiJSUlIiIiI9PT0yNjZmyue9994rTqfTlM/77rtPdF03YmprayUcDsv58+eNmKnnmIxJl+uYtZY41tq/k6m1RkQ3ZXyje+XKFZmYmDD9UBMR0XVdAoFAimaV3ibzMlvOAoGAlJWVmcZzcnKkpKTEFDPTOaZ+htXEYjF59dVX5ZFHHpF169aJyI21KooimqaZYqfnc65c3S4mHA5LNBqdj+UkhLWWONbancvkWiOim3JSPQGiTNLQ0CADAwPS2dmZ6qkQWRprjYhEeEdXSktLJTs7+5a3boPBoDgcjhTNKr1N5mW2nDkcDrl8+bJpfHx8XEZGRkwxM51j6mdYyZ49e+SLL76Qjo4OWb58uXHc4XDI9evXJRQKmeKn53OuXN0uxm63S35+frKXkzDWWuJYa3cm02uNiG7K+EZXURSpqqoSr9drHIvFYuL1esXtdqdwZunL5XKJw+Ew5SwcDovP5zNy5na7JRQKSU9PjxHT3t4usVhMampqjJjTp0/L2NiYEdPW1iarV6+W4uLiBVrN/AMge/bskaNHj0p7e7u4XC7TeFVVleTm5pry6ff7ZXh42JTPc+fOmRqatrY2sdvtsmbNGiNm6jkmY9LlOmatJY61lhjWGhHdItVvw6WD1tZWqKqKlpYWDA4OYteuXdA0zfTWbaaJRCLo7e1Fb28vRAQffPABent78dtvvwG4seWRpmk4fvw4+vv7sXXr1hm3PFq/fj18Ph86OzuxatUq05ZHoVAIuq6jvr4eAwMDaG1tRUFBgeW2PHr55ZdRVFSEU6dO4dKlS8bXn3/+acTs3r0bTqcT7e3tOHPmDNxuN9xutzE+ueXRk08+ibNnz+LkyZO46667ZtzyaO/evRgaGsKhQ4fSbssj1tqtWGvJw1ojounY6P6jubkZTqcTiqKguroa3d3dqZ5SSnV0dEBEbvnasWMHgBvbHh04cAC6rkNVVWzatAl+v990jqtXr6Kurg6FhYWw2+3YuXMnIpGIKaavrw+PPvooVFXFsmXL0NTUtFBLXDAz5VFEcPjwYSMmGo3ilVdeQXFxMQoKCvD888/j0qVLpvP8+uuveOqpp5Cfn4/S0lK8/vrrGBsbM8V0dHTggQcegKIoWLlypekz0gVrzYy1ljysNSKaLgsAFu7+MRERERHRwsj4Z3SJiIiIyJrY6BIRERGRJbHRJSIiIiJLYqNLRERERJbERpeIiIiILImNLhERERFZEhtdIiIiIrIkNrpEREREZElsdImIiIjIktjoEhEREZElsdElIiIiIktio0tERERElvR/LuwStG8BzOkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dut, lbl in duts:\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    for n in range(5):\n",
    "        plt.subplot(230 + n+1)\n",
    "        plt.plot(dut.pks[n])\n",
    "        plt.title(f\"{lbl} - $p^{{({n+1})}}$\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a841b9cf-ff2c-41e4-864c-0e9c3b8acf5a",
   "metadata": {},
   "source": [
    "That all looks pretty reasonable.\n",
    "\n",
    "**Question for Bob:** Do you have, or can you generate, similar plots, for comparison?\n",
    "\n",
    "#### Aggressor Pulse Responses\n",
    "\n",
    "Here are the actual aggressor \"thru\" path pulse responses, also just for reference.\n",
    "All plots have been given the same vertical and horizontal scales, to aid relative visual comparisons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "895c9ae7-bf10-45b7-a9b5-dfca7746a5f0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:13.960093Z",
     "iopub.status.busy": "2024-04-30T11:18:13.960023Z",
     "iopub.status.idle": "2024-04-30T11:18:14.374274Z",
     "shell.execute_reply": "2024-04-30T11:18:14.374042Z",
     "shell.execute_reply.started": "2024-04-30T11:18:13.960086Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ymax = 1.5\n",
    "for dut, lbl in duts:\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    for n in range(5):\n",
    "        plt.subplot(230 + n+1)\n",
    "        plt.plot(dut.times*1e9, dut.pulse_resps[n+1]*1e3)\n",
    "        plt.title(f\"{lbl} - $p^{{({n+1})}}$\")\n",
    "        if n == 2:\n",
    "            plt.xlabel(\"Time (ns)\")\n",
    "        if n == 0:\n",
    "            plt.ylabel(\"p(t) (mV)\")\n",
    "        plt.axis(ymin=-ymax, ymax=ymax)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd44a345-ad4a-4d3f-be4a-ad25fdbf068b",
   "metadata": {},
   "source": [
    "**Question for Bob:** Do you have, or can you generate, similar plots, for comparison?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "88cb81c5-3033-4c1e-b057-6751f07f4236",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-30T11:18:14.374680Z",
     "iopub.status.busy": "2024-04-30T11:18:14.374609Z",
     "iopub.status.idle": "2024-04-30T11:18:14.446946Z",
     "shell.execute_reply": "2024-04-30T11:18:14.446721Z",
     "shell.execute_reply.started": "2024-04-30T11:18:14.374673Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dname = \"../PyBERT/misc/VITA_68p3/V68d3_COM_channel_files_for_David/\"\n",
    "for fname in [\n",
    "    \"FEXT1_s.csv\",\n",
    "    \"FEXT2_s.csv\",\n",
    "    \"NEXT1_s.csv\",\n",
    "    \"NEXT2_s.csv\",\n",
    "    \"NEXT3_s.csv\",\n",
    "]:\n",
    "    t, vs = import_csv(dname + fname)\n",
    "    plt.plot(t, vs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6bcdbc57-9e03-43aa-a1d4-e482756f5d1e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
